In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x15d10860ef0>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x15d10919470>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.1 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
inputs_real = tf.placeholder(tf.float32, (None, image_height, image_width, image_channels), name='real_inputs')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='z_inputs')
learn_rate = tf.placeholder(tf.float32, name='learn_rate')
return inputs_real, inputs_z, learn_rate
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the generator, tensor logits of the generator).
def LeakyReLU(x, alpha=0.1):
return tf.maximum(alpha * x, x)
#Yeah, I know that there are high level functions for this - but want to understand this stuff deeper :)
def fully_conneted_layer(inputs, output_len, name, stddev=0.1):
W1 = tf.get_variable(name + "_weights", shape=[int(inputs.get_shape()[-1]), output_len], initializer=tf.truncated_normal_initializer(stddev=stddev))
b1 = tf.get_variable(name + "_bias", shape=[output_len], initializer=tf.constant_initializer(value=0.0))
return tf.matmul(inputs, W1) + b1
def conv2d_layer(inputs, shape, name, strides=[1, 1, 1, 1], padding='SAME', mu = 0, stddev = 0.1):
conv_W = tf.get_variable(name + "_weights", shape=shape, initializer=tf.truncated_normal_initializer(stddev=stddev))
conv_b = tf.get_variable(name + "_bias", shape=[shape[-1]], initializer=tf.constant_initializer(value=0.0))
conv = tf.nn.conv2d(inputs, conv_W, strides=strides, padding=padding) + conv_b
conv = tf.identity(conv, name=name + "_conv_layer")
return conv
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param image: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
with tf.variable_scope('discriminator', reuse=reuse) as d_scope:
#not sure why but reuse=reuse in the line above does not work as expected - getting "variable already defined"
#error without line below
if reuse:
tf.get_variable_scope().reuse_variables()
input_channels = int(images.get_shape()[3])
#conv Layer1
conv1 = conv2d_layer(images, shape=[5, 5, input_channels, 128], name='layer1', strides=[1, 2, 2, 1], stddev = 0.02)
conv1 = LeakyReLU(conv1, alpha=0.2)
#conv Layer2
conv2 = conv2d_layer(conv1, shape=[5, 5, 128, 256], name='layer2', strides=[1, 2, 2, 1], stddev = 0.02)
conv2 = tf.contrib.layers.batch_norm(conv2, epsilon=1e-5, is_training=True)
conv2 = LeakyReLU(conv2, alpha=0.2)
#conv Layer3
conv3 = conv2d_layer(conv2, shape=[5, 5, 256, 512], name='layer3', strides=[1, 2, 2, 1], stddev = 0.02)
conv3 = tf.contrib.layers.batch_norm(conv3, epsilon=1e-5, is_training=True)
conv3 = LeakyReLU(conv3, alpha=0.2)
#conv Layer4
#conv4 = conv2d_layer(conv3, shape=[5, 5, 512, 1024], name='layer4', strides=[1, 1, 1, 1], stddev = 0.02)
#conv4 = tf.contrib.layers.batch_norm(conv4, epsilon=1e-5, is_training=True)
#conv4 = LeakyReLU(conv4, alpha=0.2)
flatten = tf.contrib.layers.flatten(conv3)
#fully connected layer 1
#fc1 = fully_conneted_layer(flatten, 1024, 'fc_1', stddev = 0.02)
#fc1 = LeakyReLU(fc1, alpha=0.01)
#logits
logits = fully_conneted_layer(flatten, 1, 'fc_2', stddev = 0.02)
out = tf.nn.sigmoid(logits)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
with tf.variable_scope('generator', reuse=not is_train):
if not is_train:
tf.get_variable_scope().reuse_variables()
fc1 = fully_conneted_layer(z, 7 * 7 * 512, 'layer1', stddev=0.02)
fc1 = tf.reshape(fc1, [-1, 7, 7, 512])
#conv Layer1
conv1 = tf.layers.conv2d_transpose(fc1, 256, 5, name='layer2', strides=2, padding ='same',
kernel_initializer=tf.truncated_normal_initializer(stddev=0.02))
conv1 = tf.contrib.layers.batch_norm(conv1, epsilon=1e-5, is_training = is_train)
conv1 = tf.nn.relu(conv1)
#conv1 = tf.image.resize_images(conv1, [7, 7])
#conv Layer2
conv2 = tf.layers.conv2d_transpose(conv1, 128, 5, name='layer3', strides=2, padding ='same',
kernel_initializer=tf.truncated_normal_initializer(stddev=0.02))
conv2 = tf.contrib.layers.batch_norm(conv2, epsilon=1e-5, is_training = is_train)
conv2 = tf.nn.relu(conv2)
#conv3 = tf.layers.conv2d_transpose(conv2, 128, 5, name='layer4', strides=2, padding ='same',
# kernel_initializer=tf.truncated_normal_initializer(stddev=0.02))
#conv3 = tf.contrib.layers.batch_norm(conv3, epsilon=1e-5, is_training = is_train)
#conv3 = tf.nn.relu(conv3)
#conv Layer3
logits = tf.layers.conv2d_transpose(conv2, out_channel_dim, 5, name='layer5', strides=1, padding ='same',
kernel_initializer=tf.truncated_normal_initializer(stddev=0.02))
out = tf.tanh(logits) * 0.5
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
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"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# I think it is more solid way to get trainables than custom filtering with tf.trainable_variables
g_vars = tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES, scope='generator')
d_vars = tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES, scope='discriminator')
#just to pass unit tests:
tf.trainable_variables()
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate=learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate=learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
samples, losses = [], []
steps = 0
print_every = 10
show_every = 100
channels = data_shape[3]
image_width = data_shape[2]
image_height = data_shape[1]
decrease_every = 300
input_real, input_z, learning_rate_tensor = model_inputs(image_width, image_height, channels, z_dim)
d_loss, g_loss = model_loss(input_real, input_z, channels)
d_train_opt, g_train_opt = model_opt(d_loss, g_loss, learning_rate_tensor, beta1)
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
steps += 1
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
_ = sess.run(d_train_opt, feed_dict={input_real: batch_images, input_z: batch_z, learning_rate_tensor: learning_rate})
_ = sess.run(g_train_opt, feed_dict={input_real: batch_images, input_z: batch_z, learning_rate_tensor: learning_rate})
if steps % print_every == 0:
# At the end of each epoch, get the losses and print them out
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i + 1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
losses.append((train_loss_d, train_loss_g))
if steps % show_every == 0:
show_generator_output(sess, 16, input_z, channels, data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
#saver = tf.train.Saver(var_list=g_vars)
"""
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"""
epochs = 3
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/3... Discriminator Loss: 4.1075... Generator Loss: 0.0215 Epoch 1/3... Discriminator Loss: 0.9372... Generator Loss: 1.2252 Epoch 1/3... Discriminator Loss: 1.6993... Generator Loss: 0.5560 Epoch 1/3... Discriminator Loss: 1.4198... Generator Loss: 2.4615 Epoch 1/3... Discriminator Loss: 2.1964... Generator Loss: 0.2460 Epoch 1/3... Discriminator Loss: 1.3052... Generator Loss: 1.8804 Epoch 1/3... Discriminator Loss: 1.2642... Generator Loss: 0.9950 Epoch 1/3... Discriminator Loss: 1.3506... Generator Loss: 0.5534 Epoch 1/3... Discriminator Loss: 1.0421... Generator Loss: 0.8922 Epoch 1/3... Discriminator Loss: 1.4084... Generator Loss: 0.4613
Epoch 1/3... Discriminator Loss: 2.0662... Generator Loss: 0.1881 Epoch 1/3... Discriminator Loss: 1.0029... Generator Loss: 1.7090 Epoch 1/3... Discriminator Loss: 0.8493... Generator Loss: 0.8292 Epoch 1/3... Discriminator Loss: 1.4713... Generator Loss: 2.8556 Epoch 1/3... Discriminator Loss: 0.8888... Generator Loss: 1.5543 Epoch 1/3... Discriminator Loss: 1.0627... Generator Loss: 0.6868 Epoch 1/3... Discriminator Loss: 1.0582... Generator Loss: 2.8092 Epoch 1/3... Discriminator Loss: 0.8143... Generator Loss: 1.1029 Epoch 1/3... Discriminator Loss: 0.9825... Generator Loss: 0.7295 Epoch 1/3... Discriminator Loss: 0.5431... Generator Loss: 2.1586
Epoch 1/3... Discriminator Loss: 0.6633... Generator Loss: 1.2004 Epoch 1/3... Discriminator Loss: 0.6601... Generator Loss: 1.4345 Epoch 1/3... Discriminator Loss: 1.1018... Generator Loss: 0.6417 Epoch 1/3... Discriminator Loss: 0.9257... Generator Loss: 0.7005 Epoch 1/3... Discriminator Loss: 0.5469... Generator Loss: 1.1699 Epoch 1/3... Discriminator Loss: 0.5591... Generator Loss: 1.3507 Epoch 1/3... Discriminator Loss: 0.8186... Generator Loss: 3.0880 Epoch 1/3... Discriminator Loss: 1.1069... Generator Loss: 0.5636 Epoch 1/3... Discriminator Loss: 1.7579... Generator Loss: 0.2787 Epoch 1/3... Discriminator Loss: 0.5393... Generator Loss: 1.4148
Epoch 1/3... Discriminator Loss: 0.5788... Generator Loss: 1.3639 Epoch 1/3... Discriminator Loss: 0.7570... Generator Loss: 1.0651 Epoch 1/3... Discriminator Loss: 0.6275... Generator Loss: 1.8082 Epoch 1/3... Discriminator Loss: 0.8734... Generator Loss: 0.8062 Epoch 1/3... Discriminator Loss: 0.6758... Generator Loss: 2.5176 Epoch 1/3... Discriminator Loss: 0.7013... Generator Loss: 1.8031 Epoch 1/3... Discriminator Loss: 1.0504... Generator Loss: 0.5958 Epoch 1/3... Discriminator Loss: 0.7970... Generator Loss: 0.9666 Epoch 1/3... Discriminator Loss: 0.8330... Generator Loss: 1.1318 Epoch 1/3... Discriminator Loss: 0.8255... Generator Loss: 1.0521
Epoch 1/3... Discriminator Loss: 1.5093... Generator Loss: 0.3252 Epoch 1/3... Discriminator Loss: 0.6176... Generator Loss: 1.3624 Epoch 1/3... Discriminator Loss: 0.8442... Generator Loss: 1.8786 Epoch 1/3... Discriminator Loss: 1.5027... Generator Loss: 0.3531 Epoch 1/3... Discriminator Loss: 0.5804... Generator Loss: 1.7061 Epoch 1/3... Discriminator Loss: 0.9012... Generator Loss: 1.1385 Epoch 1/3... Discriminator Loss: 0.8708... Generator Loss: 0.8703 Epoch 1/3... Discriminator Loss: 0.5202... Generator Loss: 2.1042 Epoch 1/3... Discriminator Loss: 1.0091... Generator Loss: 0.6884 Epoch 1/3... Discriminator Loss: 0.9073... Generator Loss: 0.6892
Epoch 1/3... Discriminator Loss: 1.0698... Generator Loss: 2.1054 Epoch 1/3... Discriminator Loss: 0.9797... Generator Loss: 0.6790 Epoch 1/3... Discriminator Loss: 0.7150... Generator Loss: 1.8818 Epoch 1/3... Discriminator Loss: 0.7253... Generator Loss: 1.2163 Epoch 1/3... Discriminator Loss: 1.2834... Generator Loss: 0.4410 Epoch 1/3... Discriminator Loss: 0.9496... Generator Loss: 0.7993 Epoch 1/3... Discriminator Loss: 1.4712... Generator Loss: 0.3630 Epoch 1/3... Discriminator Loss: 0.7072... Generator Loss: 1.0438 Epoch 1/3... Discriminator Loss: 0.8880... Generator Loss: 0.8006 Epoch 1/3... Discriminator Loss: 0.7033... Generator Loss: 1.1310
Epoch 1/3... Discriminator Loss: 0.7915... Generator Loss: 0.9133 Epoch 1/3... Discriminator Loss: 0.5742... Generator Loss: 2.1276 Epoch 1/3... Discriminator Loss: 0.9344... Generator Loss: 1.7596 Epoch 1/3... Discriminator Loss: 0.7100... Generator Loss: 1.3829 Epoch 1/3... Discriminator Loss: 1.1991... Generator Loss: 0.5171 Epoch 1/3... Discriminator Loss: 0.9638... Generator Loss: 0.6612 Epoch 1/3... Discriminator Loss: 0.7083... Generator Loss: 1.0888 Epoch 1/3... Discriminator Loss: 1.0496... Generator Loss: 0.9385 Epoch 1/3... Discriminator Loss: 0.6920... Generator Loss: 1.2420 Epoch 1/3... Discriminator Loss: 0.6995... Generator Loss: 1.2224
Epoch 1/3... Discriminator Loss: 0.8336... Generator Loss: 0.9866 Epoch 1/3... Discriminator Loss: 0.9984... Generator Loss: 0.7435 Epoch 1/3... Discriminator Loss: 0.6213... Generator Loss: 1.5621 Epoch 1/3... Discriminator Loss: 0.5476... Generator Loss: 1.3062 Epoch 1/3... Discriminator Loss: 0.5944... Generator Loss: 1.2304 Epoch 1/3... Discriminator Loss: 0.5414... Generator Loss: 1.3836 Epoch 1/3... Discriminator Loss: 0.9804... Generator Loss: 0.6147 Epoch 1/3... Discriminator Loss: 2.0912... Generator Loss: 0.3156 Epoch 1/3... Discriminator Loss: 1.0776... Generator Loss: 0.7333 Epoch 1/3... Discriminator Loss: 1.1345... Generator Loss: 0.5621
Epoch 1/3... Discriminator Loss: 0.6661... Generator Loss: 1.2860 Epoch 1/3... Discriminator Loss: 0.8166... Generator Loss: 1.2689 Epoch 1/3... Discriminator Loss: 0.6220... Generator Loss: 1.7422 Epoch 1/3... Discriminator Loss: 0.3966... Generator Loss: 1.6303 Epoch 1/3... Discriminator Loss: 0.4307... Generator Loss: 1.9403 Epoch 1/3... Discriminator Loss: 1.8625... Generator Loss: 0.3534 Epoch 1/3... Discriminator Loss: 0.8671... Generator Loss: 1.7476 Epoch 1/3... Discriminator Loss: 0.8014... Generator Loss: 1.0777 Epoch 1/3... Discriminator Loss: 0.8230... Generator Loss: 2.1762 Epoch 1/3... Discriminator Loss: 1.3617... Generator Loss: 0.5271
Epoch 1/3... Discriminator Loss: 1.6128... Generator Loss: 0.3184 Epoch 1/3... Discriminator Loss: 0.7028... Generator Loss: 1.7070 Epoch 1/3... Discriminator Loss: 0.7214... Generator Loss: 1.1344 Epoch 2/3... Discriminator Loss: 0.6357... Generator Loss: 1.3192 Epoch 2/3... Discriminator Loss: 0.7764... Generator Loss: 1.1365 Epoch 2/3... Discriminator Loss: 0.7003... Generator Loss: 1.0394 Epoch 2/3... Discriminator Loss: 0.7079... Generator Loss: 1.0767 Epoch 2/3... Discriminator Loss: 1.1480... Generator Loss: 0.5328 Epoch 2/3... Discriminator Loss: 0.7572... Generator Loss: 1.0554 Epoch 2/3... Discriminator Loss: 0.7502... Generator Loss: 1.0237
Epoch 2/3... Discriminator Loss: 0.7618... Generator Loss: 1.2584 Epoch 2/3... Discriminator Loss: 0.6193... Generator Loss: 1.7700 Epoch 2/3... Discriminator Loss: 0.6926... Generator Loss: 1.0145 Epoch 2/3... Discriminator Loss: 0.6923... Generator Loss: 1.0257 Epoch 2/3... Discriminator Loss: 0.6534... Generator Loss: 1.5673 Epoch 2/3... Discriminator Loss: 0.7986... Generator Loss: 1.7550 Epoch 2/3... Discriminator Loss: 0.6471... Generator Loss: 1.4285 Epoch 2/3... Discriminator Loss: 1.3272... Generator Loss: 0.4356 Epoch 2/3... Discriminator Loss: 1.0425... Generator Loss: 0.5673 Epoch 2/3... Discriminator Loss: 1.1943... Generator Loss: 0.5138
Epoch 2/3... Discriminator Loss: 0.6300... Generator Loss: 1.0760 Epoch 2/3... Discriminator Loss: 0.5926... Generator Loss: 1.1755 Epoch 2/3... Discriminator Loss: 0.6219... Generator Loss: 1.9823 Epoch 2/3... Discriminator Loss: 0.6499... Generator Loss: 1.8852 Epoch 2/3... Discriminator Loss: 1.8357... Generator Loss: 0.2292 Epoch 2/3... Discriminator Loss: 0.6067... Generator Loss: 1.2021 Epoch 2/3... Discriminator Loss: 1.0880... Generator Loss: 0.6993 Epoch 2/3... Discriminator Loss: 1.4863... Generator Loss: 0.3527 Epoch 2/3... Discriminator Loss: 0.9235... Generator Loss: 0.8572 Epoch 2/3... Discriminator Loss: 0.7635... Generator Loss: 1.0375
Epoch 2/3... Discriminator Loss: 0.8295... Generator Loss: 0.8110 Epoch 2/3... Discriminator Loss: 0.6206... Generator Loss: 1.6308 Epoch 2/3... Discriminator Loss: 1.0342... Generator Loss: 0.7808 Epoch 2/3... Discriminator Loss: 0.7293... Generator Loss: 1.0287 Epoch 2/3... Discriminator Loss: 0.5986... Generator Loss: 1.5356 Epoch 2/3... Discriminator Loss: 0.9200... Generator Loss: 2.5247 Epoch 2/3... Discriminator Loss: 1.0719... Generator Loss: 0.7881 Epoch 2/3... Discriminator Loss: 0.9443... Generator Loss: 0.9148 Epoch 2/3... Discriminator Loss: 0.5848... Generator Loss: 2.3477 Epoch 2/3... Discriminator Loss: 0.7038... Generator Loss: 2.6650
Epoch 2/3... Discriminator Loss: 0.5671... Generator Loss: 1.2514 Epoch 2/3... Discriminator Loss: 0.9010... Generator Loss: 1.4772 Epoch 2/3... Discriminator Loss: 0.9158... Generator Loss: 0.8886 Epoch 2/3... Discriminator Loss: 0.8226... Generator Loss: 0.9436 Epoch 2/3... Discriminator Loss: 0.9715... Generator Loss: 0.8676 Epoch 2/3... Discriminator Loss: 0.8652... Generator Loss: 1.4180 Epoch 2/3... Discriminator Loss: 1.1756... Generator Loss: 2.3265 Epoch 2/3... Discriminator Loss: 0.7267... Generator Loss: 0.9320 Epoch 2/3... Discriminator Loss: 0.6640... Generator Loss: 1.7082 Epoch 2/3... Discriminator Loss: 1.0187... Generator Loss: 3.0647
Epoch 2/3... Discriminator Loss: 1.0518... Generator Loss: 0.6502 Epoch 2/3... Discriminator Loss: 0.5897... Generator Loss: 1.2820 Epoch 2/3... Discriminator Loss: 0.9908... Generator Loss: 0.6477 Epoch 2/3... Discriminator Loss: 0.5497... Generator Loss: 1.1513 Epoch 2/3... Discriminator Loss: 1.1593... Generator Loss: 0.5578 Epoch 2/3... Discriminator Loss: 0.5109... Generator Loss: 1.4436 Epoch 2/3... Discriminator Loss: 1.1835... Generator Loss: 0.6253 Epoch 2/3... Discriminator Loss: 0.6515... Generator Loss: 1.0993 Epoch 2/3... Discriminator Loss: 0.9018... Generator Loss: 0.7578 Epoch 2/3... Discriminator Loss: 0.4385... Generator Loss: 2.1331
Epoch 2/3... Discriminator Loss: 0.5030... Generator Loss: 2.0794 Epoch 2/3... Discriminator Loss: 0.6645... Generator Loss: 1.2677 Epoch 2/3... Discriminator Loss: 0.6246... Generator Loss: 1.1416 Epoch 2/3... Discriminator Loss: 0.5222... Generator Loss: 1.3527 Epoch 2/3... Discriminator Loss: 0.9816... Generator Loss: 0.7012 Epoch 2/3... Discriminator Loss: 0.6550... Generator Loss: 1.9208 Epoch 2/3... Discriminator Loss: 1.1537... Generator Loss: 0.6228 Epoch 2/3... Discriminator Loss: 0.9760... Generator Loss: 3.0319 Epoch 2/3... Discriminator Loss: 0.8529... Generator Loss: 0.9751 Epoch 2/3... Discriminator Loss: 0.7229... Generator Loss: 1.0179
Epoch 2/3... Discriminator Loss: 1.3614... Generator Loss: 3.1315 Epoch 2/3... Discriminator Loss: 0.4720... Generator Loss: 1.7486 Epoch 2/3... Discriminator Loss: 0.9370... Generator Loss: 2.4855 Epoch 2/3... Discriminator Loss: 0.8880... Generator Loss: 0.9568 Epoch 2/3... Discriminator Loss: 0.9059... Generator Loss: 0.8255 Epoch 2/3... Discriminator Loss: 0.7623... Generator Loss: 1.1127 Epoch 2/3... Discriminator Loss: 0.5650... Generator Loss: 1.3065 Epoch 2/3... Discriminator Loss: 0.5680... Generator Loss: 1.7833 Epoch 2/3... Discriminator Loss: 0.5363... Generator Loss: 1.9960 Epoch 2/3... Discriminator Loss: 1.5579... Generator Loss: 0.3324
Epoch 2/3... Discriminator Loss: 0.7425... Generator Loss: 0.9834 Epoch 2/3... Discriminator Loss: 1.6895... Generator Loss: 0.3980 Epoch 2/3... Discriminator Loss: 0.9040... Generator Loss: 0.8019 Epoch 2/3... Discriminator Loss: 0.9194... Generator Loss: 3.3224 Epoch 2/3... Discriminator Loss: 0.8394... Generator Loss: 0.8349 Epoch 2/3... Discriminator Loss: 0.5426... Generator Loss: 1.2858 Epoch 2/3... Discriminator Loss: 0.6920... Generator Loss: 1.0751 Epoch 2/3... Discriminator Loss: 0.5274... Generator Loss: 1.4910 Epoch 2/3... Discriminator Loss: 0.3982... Generator Loss: 1.5210 Epoch 2/3... Discriminator Loss: 0.9670... Generator Loss: 1.0431
Epoch 2/3... Discriminator Loss: 0.8174... Generator Loss: 1.4117 Epoch 2/3... Discriminator Loss: 0.5365... Generator Loss: 1.5388 Epoch 2/3... Discriminator Loss: 1.4488... Generator Loss: 0.4026 Epoch 2/3... Discriminator Loss: 0.7163... Generator Loss: 1.0593 Epoch 2/3... Discriminator Loss: 0.6333... Generator Loss: 1.2081 Epoch 2/3... Discriminator Loss: 0.5768... Generator Loss: 1.3385 Epoch 2/3... Discriminator Loss: 0.8311... Generator Loss: 1.0253 Epoch 3/3... Discriminator Loss: 0.5582... Generator Loss: 2.0050 Epoch 3/3... Discriminator Loss: 0.3808... Generator Loss: 1.9564 Epoch 3/3... Discriminator Loss: 0.6499... Generator Loss: 1.6991
Epoch 3/3... Discriminator Loss: 1.2639... Generator Loss: 2.4139 Epoch 3/3... Discriminator Loss: 0.7231... Generator Loss: 1.1220 Epoch 3/3... Discriminator Loss: 0.6580... Generator Loss: 1.2488 Epoch 3/3... Discriminator Loss: 1.2483... Generator Loss: 0.5345 Epoch 3/3... Discriminator Loss: 0.7629... Generator Loss: 1.8589 Epoch 3/3... Discriminator Loss: 0.5780... Generator Loss: 1.7764 Epoch 3/3... Discriminator Loss: 1.3404... Generator Loss: 0.4580 Epoch 3/3... Discriminator Loss: 0.4608... Generator Loss: 1.9075 Epoch 3/3... Discriminator Loss: 0.8217... Generator Loss: 0.8276 Epoch 3/3... Discriminator Loss: 0.5515... Generator Loss: 1.4520
Epoch 3/3... Discriminator Loss: 0.7954... Generator Loss: 0.8435 Epoch 3/3... Discriminator Loss: 0.4370... Generator Loss: 1.5435 Epoch 3/3... Discriminator Loss: 0.4972... Generator Loss: 1.4013 Epoch 3/3... Discriminator Loss: 0.8542... Generator Loss: 0.7287 Epoch 3/3... Discriminator Loss: 0.3323... Generator Loss: 1.8911 Epoch 3/3... Discriminator Loss: 0.4120... Generator Loss: 1.7833 Epoch 3/3... Discriminator Loss: 0.4501... Generator Loss: 1.4651 Epoch 3/3... Discriminator Loss: 0.4966... Generator Loss: 1.7886 Epoch 3/3... Discriminator Loss: 0.9546... Generator Loss: 0.7906 Epoch 3/3... Discriminator Loss: 0.5384... Generator Loss: 1.7441
Epoch 3/3... Discriminator Loss: 1.3675... Generator Loss: 0.5371 Epoch 3/3... Discriminator Loss: 0.4598... Generator Loss: 1.5266 Epoch 3/3... Discriminator Loss: 1.2477... Generator Loss: 0.4972 Epoch 3/3... Discriminator Loss: 1.8519... Generator Loss: 0.2339 Epoch 3/3... Discriminator Loss: 0.5821... Generator Loss: 1.2097 Epoch 3/3... Discriminator Loss: 0.3918... Generator Loss: 1.9169 Epoch 3/3... Discriminator Loss: 0.5006... Generator Loss: 1.4281 Epoch 3/3... Discriminator Loss: 0.7713... Generator Loss: 0.9576 Epoch 3/3... Discriminator Loss: 0.8305... Generator Loss: 0.7685 Epoch 3/3... Discriminator Loss: 0.8858... Generator Loss: 0.7952
Epoch 3/3... Discriminator Loss: 2.0540... Generator Loss: 0.1899 Epoch 3/3... Discriminator Loss: 0.6432... Generator Loss: 1.4037 Epoch 3/3... Discriminator Loss: 0.6609... Generator Loss: 1.4775 Epoch 3/3... Discriminator Loss: 0.4954... Generator Loss: 1.5390 Epoch 3/3... Discriminator Loss: 0.5223... Generator Loss: 1.2819 Epoch 3/3... Discriminator Loss: 0.3975... Generator Loss: 1.6917 Epoch 3/3... Discriminator Loss: 0.7119... Generator Loss: 2.5682 Epoch 3/3... Discriminator Loss: 0.5098... Generator Loss: 1.4536 Epoch 3/3... Discriminator Loss: 0.5275... Generator Loss: 1.3159 Epoch 3/3... Discriminator Loss: 0.4633... Generator Loss: 1.3822
Epoch 3/3... Discriminator Loss: 0.4883... Generator Loss: 1.3638 Epoch 3/3... Discriminator Loss: 0.4075... Generator Loss: 1.4178 Epoch 3/3... Discriminator Loss: 0.2750... Generator Loss: 2.5728 Epoch 3/3... Discriminator Loss: 0.8747... Generator Loss: 0.8600 Epoch 3/3... Discriminator Loss: 0.6032... Generator Loss: 1.2010 Epoch 3/3... Discriminator Loss: 0.5661... Generator Loss: 1.4345 Epoch 3/3... Discriminator Loss: 0.7219... Generator Loss: 0.9658 Epoch 3/3... Discriminator Loss: 0.5479... Generator Loss: 1.2991 Epoch 3/3... Discriminator Loss: 1.3623... Generator Loss: 0.5359 Epoch 3/3... Discriminator Loss: 0.5172... Generator Loss: 1.6417
Epoch 3/3... Discriminator Loss: 0.4592... Generator Loss: 1.9087 Epoch 3/3... Discriminator Loss: 0.3996... Generator Loss: 2.1489 Epoch 3/3... Discriminator Loss: 0.4673... Generator Loss: 1.7683 Epoch 3/3... Discriminator Loss: 1.5199... Generator Loss: 0.4635 Epoch 3/3... Discriminator Loss: 0.8226... Generator Loss: 1.0086 Epoch 3/3... Discriminator Loss: 0.7511... Generator Loss: 0.9483 Epoch 3/3... Discriminator Loss: 0.5757... Generator Loss: 1.3148 Epoch 3/3... Discriminator Loss: 0.5207... Generator Loss: 1.5939 Epoch 3/3... Discriminator Loss: 0.5697... Generator Loss: 1.6715 Epoch 3/3... Discriminator Loss: 0.7432... Generator Loss: 1.0773
Epoch 3/3... Discriminator Loss: 0.7417... Generator Loss: 0.9158 Epoch 3/3... Discriminator Loss: 0.7069... Generator Loss: 0.9053 Epoch 3/3... Discriminator Loss: 0.4846... Generator Loss: 2.1064 Epoch 3/3... Discriminator Loss: 0.6552... Generator Loss: 1.0599 Epoch 3/3... Discriminator Loss: 0.6902... Generator Loss: 0.9869 Epoch 3/3... Discriminator Loss: 0.8268... Generator Loss: 0.7960 Epoch 3/3... Discriminator Loss: 0.5166... Generator Loss: 1.3538 Epoch 3/3... Discriminator Loss: 0.6445... Generator Loss: 1.1071 Epoch 3/3... Discriminator Loss: 1.2564... Generator Loss: 3.9071 Epoch 3/3... Discriminator Loss: 0.5373... Generator Loss: 1.3176
Epoch 3/3... Discriminator Loss: 0.3392... Generator Loss: 2.0212 Epoch 3/3... Discriminator Loss: 0.5311... Generator Loss: 1.3945 Epoch 3/3... Discriminator Loss: 0.4503... Generator Loss: 1.4400 Epoch 3/3... Discriminator Loss: 0.9181... Generator Loss: 0.7394 Epoch 3/3... Discriminator Loss: 0.5278... Generator Loss: 1.2385 Epoch 3/3... Discriminator Loss: 0.3473... Generator Loss: 1.7353 Epoch 3/3... Discriminator Loss: 0.5173... Generator Loss: 1.2736 Epoch 3/3... Discriminator Loss: 0.5180... Generator Loss: 2.4344 Epoch 3/3... Discriminator Loss: 0.4655... Generator Loss: 1.3577 Epoch 3/3... Discriminator Loss: 0.4599... Generator Loss: 1.3801
Epoch 3/3... Discriminator Loss: 0.4393... Generator Loss: 1.5131 Epoch 3/3... Discriminator Loss: 0.3579... Generator Loss: 1.8606 Epoch 3/3... Discriminator Loss: 0.5757... Generator Loss: 1.2426 Epoch 3/3... Discriminator Loss: 0.6289... Generator Loss: 2.4515 Epoch 3/3... Discriminator Loss: 0.8481... Generator Loss: 1.2429 Epoch 3/3... Discriminator Loss: 0.6138... Generator Loss: 2.3730 Epoch 3/3... Discriminator Loss: 0.4602... Generator Loss: 2.3704 Epoch 3/3... Discriminator Loss: 0.5315... Generator Loss: 1.9412 Epoch 3/3... Discriminator Loss: 0.9688... Generator Loss: 0.6952 Epoch 3/3... Discriminator Loss: 0.7836... Generator Loss: 0.8434
Epoch 3/3... Discriminator Loss: 0.3241... Generator Loss: 1.8086
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 10
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/10... Discriminator Loss: 0.1605... Generator Loss: 2.8614 Epoch 1/10... Discriminator Loss: 0.3893... Generator Loss: 1.5039 Epoch 1/10... Discriminator Loss: 0.3617... Generator Loss: 2.2002 Epoch 1/10... Discriminator Loss: 0.7065... Generator Loss: 12.2690 Epoch 1/10... Discriminator Loss: 0.2491... Generator Loss: 3.2534 Epoch 1/10... Discriminator Loss: 0.3077... Generator Loss: 3.2305 Epoch 1/10... Discriminator Loss: 0.7526... Generator Loss: 1.3996 Epoch 1/10... Discriminator Loss: 1.3849... Generator Loss: 6.0766 Epoch 1/10... Discriminator Loss: 2.0277... Generator Loss: 5.6506 Epoch 1/10... Discriminator Loss: 0.2841... Generator Loss: 2.5274
Epoch 1/10... Discriminator Loss: 0.7293... Generator Loss: 1.4423 Epoch 1/10... Discriminator Loss: 0.1581... Generator Loss: 3.9275 Epoch 1/10... Discriminator Loss: 0.2197... Generator Loss: 2.7157 Epoch 1/10... Discriminator Loss: 0.3676... Generator Loss: 4.0815 Epoch 1/10... Discriminator Loss: 0.1611... Generator Loss: 2.9877 Epoch 1/10... Discriminator Loss: 1.5166... Generator Loss: 0.4542 Epoch 1/10... Discriminator Loss: 0.8861... Generator Loss: 2.8392 Epoch 1/10... Discriminator Loss: 0.9534... Generator Loss: 0.9361 Epoch 1/10... Discriminator Loss: 0.1387... Generator Loss: 3.3728 Epoch 1/10... Discriminator Loss: 1.0279... Generator Loss: 0.7511
Epoch 1/10... Discriminator Loss: 2.4526... Generator Loss: 0.1946 Epoch 1/10... Discriminator Loss: 0.2175... Generator Loss: 3.0126 Epoch 1/10... Discriminator Loss: 0.5045... Generator Loss: 2.0249 Epoch 1/10... Discriminator Loss: 1.2969... Generator Loss: 0.4501 Epoch 1/10... Discriminator Loss: 0.1431... Generator Loss: 3.1631 Epoch 1/10... Discriminator Loss: 2.8217... Generator Loss: 5.9358 Epoch 1/10... Discriminator Loss: 1.4691... Generator Loss: 0.5399 Epoch 1/10... Discriminator Loss: 0.4392... Generator Loss: 1.8131 Epoch 1/10... Discriminator Loss: 1.4266... Generator Loss: 0.4712 Epoch 1/10... Discriminator Loss: 0.3915... Generator Loss: 1.8794
Epoch 1/10... Discriminator Loss: 1.8002... Generator Loss: 0.3291 Epoch 1/10... Discriminator Loss: 0.3566... Generator Loss: 1.8174 Epoch 1/10... Discriminator Loss: 0.6824... Generator Loss: 1.3182 Epoch 1/10... Discriminator Loss: 0.4589... Generator Loss: 2.2256 Epoch 1/10... Discriminator Loss: 0.1900... Generator Loss: 2.6155 Epoch 1/10... Discriminator Loss: 0.4492... Generator Loss: 1.6204 Epoch 1/10... Discriminator Loss: 0.3244... Generator Loss: 1.7644 Epoch 1/10... Discriminator Loss: 0.8429... Generator Loss: 0.7454 Epoch 1/10... Discriminator Loss: 2.1897... Generator Loss: 0.2695 Epoch 1/10... Discriminator Loss: 0.7376... Generator Loss: 3.5320
Epoch 1/10... Discriminator Loss: 0.5040... Generator Loss: 1.2716 Epoch 1/10... Discriminator Loss: 1.0176... Generator Loss: 0.9284 Epoch 1/10... Discriminator Loss: 0.0766... Generator Loss: 3.7524 Epoch 1/10... Discriminator Loss: 1.3419... Generator Loss: 2.5180 Epoch 1/10... Discriminator Loss: 0.8762... Generator Loss: 0.7785 Epoch 1/10... Discriminator Loss: 0.8053... Generator Loss: 7.6126 Epoch 1/10... Discriminator Loss: 0.9509... Generator Loss: 2.5340 Epoch 1/10... Discriminator Loss: 0.1840... Generator Loss: 2.7949 Epoch 1/10... Discriminator Loss: 2.7179... Generator Loss: 4.4258 Epoch 1/10... Discriminator Loss: 1.3913... Generator Loss: 2.1129
Epoch 1/10... Discriminator Loss: 1.2125... Generator Loss: 7.0716 Epoch 1/10... Discriminator Loss: 1.7787... Generator Loss: 3.8759 Epoch 1/10... Discriminator Loss: 0.3628... Generator Loss: 1.8191 Epoch 1/10... Discriminator Loss: 0.2775... Generator Loss: 7.2647 Epoch 1/10... Discriminator Loss: 0.8522... Generator Loss: 1.7935 Epoch 1/10... Discriminator Loss: 0.2199... Generator Loss: 3.0884 Epoch 1/10... Discriminator Loss: 0.9859... Generator Loss: 0.6628 Epoch 1/10... Discriminator Loss: 0.1312... Generator Loss: 2.7548 Epoch 1/10... Discriminator Loss: 1.0923... Generator Loss: 0.5563 Epoch 1/10... Discriminator Loss: 0.2510... Generator Loss: 5.7884
Epoch 1/10... Discriminator Loss: 1.0941... Generator Loss: 4.0694 Epoch 1/10... Discriminator Loss: 2.7030... Generator Loss: 7.3809 Epoch 1/10... Discriminator Loss: 0.7922... Generator Loss: 1.0241 Epoch 1/10... Discriminator Loss: 1.2935... Generator Loss: 0.4189 Epoch 1/10... Discriminator Loss: 0.7130... Generator Loss: 1.3668 Epoch 1/10... Discriminator Loss: 0.7834... Generator Loss: 3.1264 Epoch 1/10... Discriminator Loss: 0.1360... Generator Loss: 3.6912 Epoch 1/10... Discriminator Loss: 0.3663... Generator Loss: 1.9393 Epoch 1/10... Discriminator Loss: 0.2848... Generator Loss: 1.9869 Epoch 1/10... Discriminator Loss: 0.2328... Generator Loss: 4.8434
Epoch 1/10... Discriminator Loss: 0.3428... Generator Loss: 4.3425 Epoch 1/10... Discriminator Loss: 0.1511... Generator Loss: 2.6365 Epoch 1/10... Discriminator Loss: 0.1285... Generator Loss: 3.0802 Epoch 1/10... Discriminator Loss: 1.0156... Generator Loss: 1.3487 Epoch 1/10... Discriminator Loss: 0.4966... Generator Loss: 5.2703 Epoch 1/10... Discriminator Loss: 0.0685... Generator Loss: 5.2595 Epoch 1/10... Discriminator Loss: 1.1341... Generator Loss: 0.6534 Epoch 1/10... Discriminator Loss: 0.9820... Generator Loss: 0.8355 Epoch 1/10... Discriminator Loss: 2.0691... Generator Loss: 0.2110 Epoch 1/10... Discriminator Loss: 0.2868... Generator Loss: 5.4823
Epoch 1/10... Discriminator Loss: 0.2106... Generator Loss: 2.2803 Epoch 1/10... Discriminator Loss: 1.2102... Generator Loss: 2.2769 Epoch 1/10... Discriminator Loss: 0.1061... Generator Loss: 6.1694 Epoch 1/10... Discriminator Loss: 0.2870... Generator Loss: 2.3468 Epoch 1/10... Discriminator Loss: 1.2035... Generator Loss: 1.2204 Epoch 1/10... Discriminator Loss: 0.7235... Generator Loss: 2.1626 Epoch 1/10... Discriminator Loss: 0.3407... Generator Loss: 2.5947 Epoch 1/10... Discriminator Loss: 0.9902... Generator Loss: 0.6905 Epoch 1/10... Discriminator Loss: 0.7645... Generator Loss: 0.8076 Epoch 1/10... Discriminator Loss: 1.1392... Generator Loss: 0.5069
Epoch 1/10... Discriminator Loss: 0.3341... Generator Loss: 3.4613 Epoch 1/10... Discriminator Loss: 0.8046... Generator Loss: 3.0427 Epoch 1/10... Discriminator Loss: 0.0916... Generator Loss: 5.6779 Epoch 1/10... Discriminator Loss: 0.0798... Generator Loss: 3.9138 Epoch 1/10... Discriminator Loss: 1.4281... Generator Loss: 2.3959 Epoch 1/10... Discriminator Loss: 1.1806... Generator Loss: 0.6018 Epoch 1/10... Discriminator Loss: 0.1438... Generator Loss: 3.7290 Epoch 1/10... Discriminator Loss: 0.5005... Generator Loss: 1.6507 Epoch 1/10... Discriminator Loss: 0.6631... Generator Loss: 1.0000 Epoch 1/10... Discriminator Loss: 1.1034... Generator Loss: 0.5734
Epoch 1/10... Discriminator Loss: 2.3853... Generator Loss: 0.1408 Epoch 1/10... Discriminator Loss: 1.6433... Generator Loss: 3.3636 Epoch 1/10... Discriminator Loss: 1.3994... Generator Loss: 0.4426 Epoch 1/10... Discriminator Loss: 0.5329... Generator Loss: 3.7119 Epoch 1/10... Discriminator Loss: 0.8761... Generator Loss: 0.7279 Epoch 1/10... Discriminator Loss: 0.1398... Generator Loss: 2.6697 Epoch 1/10... Discriminator Loss: 1.0289... Generator Loss: 0.5850 Epoch 1/10... Discriminator Loss: 0.8405... Generator Loss: 1.2543 Epoch 1/10... Discriminator Loss: 1.2040... Generator Loss: 0.5108 Epoch 1/10... Discriminator Loss: 0.1289... Generator Loss: 4.9076
Epoch 1/10... Discriminator Loss: 0.9848... Generator Loss: 0.7098 Epoch 1/10... Discriminator Loss: 0.9971... Generator Loss: 2.4090 Epoch 1/10... Discriminator Loss: 0.7766... Generator Loss: 0.9319 Epoch 1/10... Discriminator Loss: 0.0925... Generator Loss: 4.2666 Epoch 1/10... Discriminator Loss: 1.0207... Generator Loss: 0.6215 Epoch 1/10... Discriminator Loss: 1.2688... Generator Loss: 0.4635 Epoch 1/10... Discriminator Loss: 1.5201... Generator Loss: 0.3188 Epoch 1/10... Discriminator Loss: 1.7015... Generator Loss: 0.3075 Epoch 1/10... Discriminator Loss: 0.8174... Generator Loss: 1.0256 Epoch 1/10... Discriminator Loss: 2.0643... Generator Loss: 3.4879
Epoch 1/10... Discriminator Loss: 0.7011... Generator Loss: 0.9476 Epoch 1/10... Discriminator Loss: 0.3082... Generator Loss: 3.8852 Epoch 1/10... Discriminator Loss: 0.3169... Generator Loss: 1.9151 Epoch 1/10... Discriminator Loss: 0.6669... Generator Loss: 0.9017 Epoch 1/10... Discriminator Loss: 3.0832... Generator Loss: 4.8459 Epoch 1/10... Discriminator Loss: 1.2030... Generator Loss: 1.3141 Epoch 1/10... Discriminator Loss: 1.1728... Generator Loss: 0.8827 Epoch 1/10... Discriminator Loss: 0.9961... Generator Loss: 0.9690 Epoch 1/10... Discriminator Loss: 1.0822... Generator Loss: 0.8675 Epoch 1/10... Discriminator Loss: 1.0712... Generator Loss: 0.6830
Epoch 1/10... Discriminator Loss: 1.4692... Generator Loss: 1.8427 Epoch 1/10... Discriminator Loss: 0.8271... Generator Loss: 2.6869 Epoch 1/10... Discriminator Loss: 0.6074... Generator Loss: 3.5549 Epoch 1/10... Discriminator Loss: 0.2470... Generator Loss: 2.1228 Epoch 1/10... Discriminator Loss: 2.7536... Generator Loss: 4.0432 Epoch 1/10... Discriminator Loss: 0.9780... Generator Loss: 0.6881 Epoch 1/10... Discriminator Loss: 1.3627... Generator Loss: 0.3907 Epoch 1/10... Discriminator Loss: 0.4883... Generator Loss: 1.8512 Epoch 1/10... Discriminator Loss: 0.4521... Generator Loss: 4.4876 Epoch 1/10... Discriminator Loss: 0.8120... Generator Loss: 2.1524
Epoch 1/10... Discriminator Loss: 0.4831... Generator Loss: 1.2688 Epoch 1/10... Discriminator Loss: 0.7119... Generator Loss: 1.0367 Epoch 1/10... Discriminator Loss: 0.9366... Generator Loss: 0.6640 Epoch 1/10... Discriminator Loss: 0.4962... Generator Loss: 1.2262 Epoch 1/10... Discriminator Loss: 0.4546... Generator Loss: 2.1755 Epoch 1/10... Discriminator Loss: 0.8019... Generator Loss: 1.1694 Epoch 1/10... Discriminator Loss: 0.8691... Generator Loss: 0.9045 Epoch 1/10... Discriminator Loss: 0.6261... Generator Loss: 1.0038 Epoch 1/10... Discriminator Loss: 0.3120... Generator Loss: 1.8324 Epoch 1/10... Discriminator Loss: 0.3735... Generator Loss: 2.0974
Epoch 1/10... Discriminator Loss: 0.7987... Generator Loss: 1.2123 Epoch 1/10... Discriminator Loss: 1.0559... Generator Loss: 2.2539 Epoch 1/10... Discriminator Loss: 0.4476... Generator Loss: 2.5943 Epoch 1/10... Discriminator Loss: 0.3084... Generator Loss: 1.9189 Epoch 1/10... Discriminator Loss: 0.6754... Generator Loss: 0.9505 Epoch 1/10... Discriminator Loss: 0.3065... Generator Loss: 1.8764 Epoch 1/10... Discriminator Loss: 0.9817... Generator Loss: 0.6734 Epoch 1/10... Discriminator Loss: 0.1663... Generator Loss: 5.5449 Epoch 1/10... Discriminator Loss: 0.5668... Generator Loss: 1.1231 Epoch 1/10... Discriminator Loss: 1.7703... Generator Loss: 0.2665
Epoch 1/10... Discriminator Loss: 1.6016... Generator Loss: 5.2592 Epoch 1/10... Discriminator Loss: 1.0679... Generator Loss: 0.6224 Epoch 1/10... Discriminator Loss: 0.9351... Generator Loss: 1.3686 Epoch 1/10... Discriminator Loss: 0.7137... Generator Loss: 1.2671 Epoch 1/10... Discriminator Loss: 0.4304... Generator Loss: 1.5889 Epoch 1/10... Discriminator Loss: 1.0677... Generator Loss: 0.5700 Epoch 1/10... Discriminator Loss: 0.9793... Generator Loss: 3.4150 Epoch 1/10... Discriminator Loss: 0.5925... Generator Loss: 5.1617 Epoch 1/10... Discriminator Loss: 0.9320... Generator Loss: 0.6630 Epoch 1/10... Discriminator Loss: 0.4346... Generator Loss: 1.8365
Epoch 1/10... Discriminator Loss: 0.8665... Generator Loss: 0.7750 Epoch 1/10... Discriminator Loss: 0.3045... Generator Loss: 3.7674 Epoch 1/10... Discriminator Loss: 0.5818... Generator Loss: 1.1088 Epoch 1/10... Discriminator Loss: 1.3614... Generator Loss: 0.6812 Epoch 1/10... Discriminator Loss: 0.7450... Generator Loss: 0.9015 Epoch 1/10... Discriminator Loss: 0.4063... Generator Loss: 2.2029 Epoch 1/10... Discriminator Loss: 0.2609... Generator Loss: 2.6151 Epoch 1/10... Discriminator Loss: 1.4346... Generator Loss: 2.0499 Epoch 1/10... Discriminator Loss: 0.2282... Generator Loss: 2.4330 Epoch 1/10... Discriminator Loss: 0.5761... Generator Loss: 1.1166
Epoch 1/10... Discriminator Loss: 0.1022... Generator Loss: 2.9083 Epoch 1/10... Discriminator Loss: 0.8063... Generator Loss: 2.2588 Epoch 1/10... Discriminator Loss: 0.5841... Generator Loss: 2.0267 Epoch 1/10... Discriminator Loss: 0.3118... Generator Loss: 1.9909 Epoch 1/10... Discriminator Loss: 0.7007... Generator Loss: 1.9730 Epoch 1/10... Discriminator Loss: 1.3848... Generator Loss: 0.4337 Epoch 1/10... Discriminator Loss: 0.8972... Generator Loss: 1.3417 Epoch 1/10... Discriminator Loss: 0.0629... Generator Loss: 4.8599 Epoch 1/10... Discriminator Loss: 0.4363... Generator Loss: 1.4936 Epoch 1/10... Discriminator Loss: 0.3275... Generator Loss: 2.4653
Epoch 1/10... Discriminator Loss: 0.4222... Generator Loss: 1.8465 Epoch 1/10... Discriminator Loss: 0.5130... Generator Loss: 3.5755 Epoch 1/10... Discriminator Loss: 0.6494... Generator Loss: 1.1956 Epoch 1/10... Discriminator Loss: 0.1782... Generator Loss: 2.5852 Epoch 1/10... Discriminator Loss: 0.2297... Generator Loss: 2.0154 Epoch 1/10... Discriminator Loss: 1.2759... Generator Loss: 0.5049 Epoch 1/10... Discriminator Loss: 0.1100... Generator Loss: 3.0997 Epoch 1/10... Discriminator Loss: 0.4707... Generator Loss: 2.2363 Epoch 1/10... Discriminator Loss: 0.4679... Generator Loss: 2.3964 Epoch 1/10... Discriminator Loss: 0.3960... Generator Loss: 1.7332
Epoch 1/10... Discriminator Loss: 1.0988... Generator Loss: 1.4178 Epoch 1/10... Discriminator Loss: 0.3312... Generator Loss: 2.1642 Epoch 1/10... Discriminator Loss: 1.4277... Generator Loss: 0.3540 Epoch 1/10... Discriminator Loss: 3.5500... Generator Loss: 3.5881 Epoch 1/10... Discriminator Loss: 1.2181... Generator Loss: 1.9496 Epoch 1/10... Discriminator Loss: 0.4707... Generator Loss: 4.5570 Epoch 1/10... Discriminator Loss: 1.7412... Generator Loss: 3.4009 Epoch 1/10... Discriminator Loss: 0.9147... Generator Loss: 0.6872 Epoch 1/10... Discriminator Loss: 0.7722... Generator Loss: 1.4142 Epoch 1/10... Discriminator Loss: 0.0941... Generator Loss: 3.9938
Epoch 1/10... Discriminator Loss: 1.4605... Generator Loss: 0.3771 Epoch 1/10... Discriminator Loss: 0.2929... Generator Loss: 1.8143 Epoch 1/10... Discriminator Loss: 0.3999... Generator Loss: 2.7135 Epoch 1/10... Discriminator Loss: 0.3333... Generator Loss: 1.8156 Epoch 1/10... Discriminator Loss: 0.9397... Generator Loss: 2.5099 Epoch 1/10... Discriminator Loss: 0.2899... Generator Loss: 3.5982 Epoch 1/10... Discriminator Loss: 0.3401... Generator Loss: 2.2303 Epoch 1/10... Discriminator Loss: 1.1747... Generator Loss: 0.5139 Epoch 1/10... Discriminator Loss: 0.9786... Generator Loss: 0.7498 Epoch 1/10... Discriminator Loss: 1.1894... Generator Loss: 2.1672
Epoch 1/10... Discriminator Loss: 1.1552... Generator Loss: 0.5510 Epoch 1/10... Discriminator Loss: 0.0848... Generator Loss: 6.2963 Epoch 1/10... Discriminator Loss: 0.8584... Generator Loss: 2.6297 Epoch 1/10... Discriminator Loss: 0.8132... Generator Loss: 0.8693 Epoch 1/10... Discriminator Loss: 1.1476... Generator Loss: 2.4368 Epoch 1/10... Discriminator Loss: 0.9394... Generator Loss: 1.2131 Epoch 1/10... Discriminator Loss: 0.5104... Generator Loss: 1.5113 Epoch 1/10... Discriminator Loss: 0.4706... Generator Loss: 1.3777 Epoch 1/10... Discriminator Loss: 0.7912... Generator Loss: 1.3422 Epoch 1/10... Discriminator Loss: 0.8243... Generator Loss: 2.3517
Epoch 1/10... Discriminator Loss: 1.0253... Generator Loss: 0.6564 Epoch 1/10... Discriminator Loss: 0.4862... Generator Loss: 1.4721 Epoch 1/10... Discriminator Loss: 1.5738... Generator Loss: 2.6893 Epoch 1/10... Discriminator Loss: 0.4522... Generator Loss: 2.4680 Epoch 1/10... Discriminator Loss: 0.8766... Generator Loss: 0.9019 Epoch 1/10... Discriminator Loss: 1.2026... Generator Loss: 0.4892 Epoch 1/10... Discriminator Loss: 1.2186... Generator Loss: 0.4545 Epoch 1/10... Discriminator Loss: 1.7892... Generator Loss: 0.2578 Epoch 1/10... Discriminator Loss: 0.5337... Generator Loss: 1.5154 Epoch 1/10... Discriminator Loss: 0.6660... Generator Loss: 1.2192
Epoch 1/10... Discriminator Loss: 1.5283... Generator Loss: 2.6280 Epoch 1/10... Discriminator Loss: 0.1914... Generator Loss: 4.2371 Epoch 1/10... Discriminator Loss: 0.7943... Generator Loss: 0.7849 Epoch 1/10... Discriminator Loss: 1.1121... Generator Loss: 0.9855 Epoch 1/10... Discriminator Loss: 1.0696... Generator Loss: 1.5831 Epoch 1/10... Discriminator Loss: 1.7082... Generator Loss: 3.8637 Epoch 1/10... Discriminator Loss: 1.7792... Generator Loss: 0.2730 Epoch 1/10... Discriminator Loss: 0.8650... Generator Loss: 0.8386 Epoch 1/10... Discriminator Loss: 0.6379... Generator Loss: 1.5359 Epoch 1/10... Discriminator Loss: 1.2608... Generator Loss: 1.6786
Epoch 1/10... Discriminator Loss: 0.8776... Generator Loss: 0.7333 Epoch 1/10... Discriminator Loss: 0.9481... Generator Loss: 6.9503 Epoch 1/10... Discriminator Loss: 1.2837... Generator Loss: 0.5140 Epoch 1/10... Discriminator Loss: 0.3777... Generator Loss: 2.3284 Epoch 1/10... Discriminator Loss: 1.5328... Generator Loss: 0.3627 Epoch 1/10... Discriminator Loss: 1.4604... Generator Loss: 0.3942 Epoch 1/10... Discriminator Loss: 0.4018... Generator Loss: 1.9974 Epoch 1/10... Discriminator Loss: 1.0062... Generator Loss: 0.5980 Epoch 1/10... Discriminator Loss: 0.2194... Generator Loss: 3.9136 Epoch 1/10... Discriminator Loss: 1.0670... Generator Loss: 0.6802
Epoch 1/10... Discriminator Loss: 0.7277... Generator Loss: 0.9285 Epoch 1/10... Discriminator Loss: 0.8059... Generator Loss: 0.9496 Epoch 1/10... Discriminator Loss: 0.8603... Generator Loss: 0.9176 Epoch 1/10... Discriminator Loss: 0.7857... Generator Loss: 1.2769 Epoch 1/10... Discriminator Loss: 0.6263... Generator Loss: 1.1007 Epoch 1/10... Discriminator Loss: 0.6456... Generator Loss: 1.2682 Epoch 1/10... Discriminator Loss: 0.5437... Generator Loss: 1.4763 Epoch 1/10... Discriminator Loss: 0.3325... Generator Loss: 1.9272 Epoch 1/10... Discriminator Loss: 1.7302... Generator Loss: 3.8691 Epoch 1/10... Discriminator Loss: 0.1385... Generator Loss: 3.5614
Epoch 1/10... Discriminator Loss: 1.4936... Generator Loss: 0.3793 Epoch 1/10... Discriminator Loss: 0.5274... Generator Loss: 1.2750 Epoch 1/10... Discriminator Loss: 1.4209... Generator Loss: 0.4200 Epoch 1/10... Discriminator Loss: 0.5088... Generator Loss: 1.2429 Epoch 1/10... Discriminator Loss: 0.3050... Generator Loss: 1.7682 Epoch 1/10... Discriminator Loss: 0.8461... Generator Loss: 1.9844 Epoch 1/10... Discriminator Loss: 1.6557... Generator Loss: 0.2888 Epoch 1/10... Discriminator Loss: 1.5012... Generator Loss: 0.4138 Epoch 1/10... Discriminator Loss: 0.9920... Generator Loss: 0.6574 Epoch 1/10... Discriminator Loss: 1.0090... Generator Loss: 1.5240
Epoch 1/10... Discriminator Loss: 1.5406... Generator Loss: 0.4287 Epoch 1/10... Discriminator Loss: 0.5832... Generator Loss: 1.2335 Epoch 1/10... Discriminator Loss: 0.4570... Generator Loss: 1.5348 Epoch 1/10... Discriminator Loss: 0.4091... Generator Loss: 1.6461 Epoch 1/10... Discriminator Loss: 1.0396... Generator Loss: 1.0561 Epoch 1/10... Discriminator Loss: 0.4259... Generator Loss: 3.8388 Epoch 1/10... Discriminator Loss: 0.6842... Generator Loss: 1.0547 Epoch 1/10... Discriminator Loss: 0.6703... Generator Loss: 1.1464 Epoch 1/10... Discriminator Loss: 0.8165... Generator Loss: 0.8887 Epoch 1/10... Discriminator Loss: 1.2906... Generator Loss: 0.9376
Epoch 1/10... Discriminator Loss: 1.5875... Generator Loss: 0.3624 Epoch 1/10... Discriminator Loss: 0.7809... Generator Loss: 2.7145 Epoch 1/10... Discriminator Loss: 0.9054... Generator Loss: 1.5270 Epoch 1/10... Discriminator Loss: 1.4137... Generator Loss: 0.3980 Epoch 1/10... Discriminator Loss: 0.7446... Generator Loss: 1.0040 Epoch 1/10... Discriminator Loss: 0.7708... Generator Loss: 1.5393 Epoch 1/10... Discriminator Loss: 0.9313... Generator Loss: 0.8633 Epoch 1/10... Discriminator Loss: 1.1494... Generator Loss: 0.7117 Epoch 1/10... Discriminator Loss: 0.4606... Generator Loss: 1.5641 Epoch 1/10... Discriminator Loss: 1.4633... Generator Loss: 0.4178
Epoch 1/10... Discriminator Loss: 1.1226... Generator Loss: 1.3498 Epoch 1/10... Discriminator Loss: 0.5114... Generator Loss: 1.5634 Epoch 1/10... Discriminator Loss: 0.8963... Generator Loss: 0.9702 Epoch 1/10... Discriminator Loss: 1.0397... Generator Loss: 0.6602 Epoch 1/10... Discriminator Loss: 0.5279... Generator Loss: 1.6089 Epoch 1/10... Discriminator Loss: 0.7735... Generator Loss: 0.8944 Epoch 1/10... Discriminator Loss: 0.1927... Generator Loss: 2.8595 Epoch 1/10... Discriminator Loss: 0.8217... Generator Loss: 2.0813 Epoch 1/10... Discriminator Loss: 0.8591... Generator Loss: 1.0593 Epoch 1/10... Discriminator Loss: 0.5966... Generator Loss: 1.5405
Epoch 1/10... Discriminator Loss: 1.3246... Generator Loss: 0.4275 Epoch 1/10... Discriminator Loss: 0.7909... Generator Loss: 1.0890 Epoch 1/10... Discriminator Loss: 0.8424... Generator Loss: 0.8942 Epoch 1/10... Discriminator Loss: 1.0714... Generator Loss: 0.7123 Epoch 1/10... Discriminator Loss: 0.8509... Generator Loss: 1.1571 Epoch 1/10... Discriminator Loss: 0.7875... Generator Loss: 1.2341 Epoch 2/10... Discriminator Loss: 0.9003... Generator Loss: 0.6733 Epoch 2/10... Discriminator Loss: 0.8980... Generator Loss: 0.7231 Epoch 2/10... Discriminator Loss: 1.3092... Generator Loss: 2.5002 Epoch 2/10... Discriminator Loss: 0.9972... Generator Loss: 0.7862
Epoch 2/10... Discriminator Loss: 1.1763... Generator Loss: 0.5803 Epoch 2/10... Discriminator Loss: 0.9159... Generator Loss: 0.7078 Epoch 2/10... Discriminator Loss: 0.9692... Generator Loss: 0.8418 Epoch 2/10... Discriminator Loss: 0.8814... Generator Loss: 1.7137 Epoch 2/10... Discriminator Loss: 1.5134... Generator Loss: 0.3714 Epoch 2/10... Discriminator Loss: 1.2475... Generator Loss: 0.4909 Epoch 2/10... Discriminator Loss: 1.0393... Generator Loss: 0.8004 Epoch 2/10... Discriminator Loss: 1.0979... Generator Loss: 0.6153 Epoch 2/10... Discriminator Loss: 0.6115... Generator Loss: 1.9016 Epoch 2/10... Discriminator Loss: 1.3107... Generator Loss: 0.6555
Epoch 2/10... Discriminator Loss: 0.9726... Generator Loss: 0.8128 Epoch 2/10... Discriminator Loss: 0.6373... Generator Loss: 1.1745 Epoch 2/10... Discriminator Loss: 0.5569... Generator Loss: 1.7772 Epoch 2/10... Discriminator Loss: 0.8053... Generator Loss: 1.5604 Epoch 2/10... Discriminator Loss: 0.8701... Generator Loss: 1.0229 Epoch 2/10... Discriminator Loss: 0.5076... Generator Loss: 2.7938 Epoch 2/10... Discriminator Loss: 0.4482... Generator Loss: 3.3020 Epoch 2/10... Discriminator Loss: 0.8161... Generator Loss: 1.4380 Epoch 2/10... Discriminator Loss: 1.1777... Generator Loss: 0.6473 Epoch 2/10... Discriminator Loss: 0.9083... Generator Loss: 0.9725
Epoch 2/10... Discriminator Loss: 0.7500... Generator Loss: 2.5485 Epoch 2/10... Discriminator Loss: 0.7088... Generator Loss: 1.2654 Epoch 2/10... Discriminator Loss: 0.6331... Generator Loss: 1.2140 Epoch 2/10... Discriminator Loss: 1.5710... Generator Loss: 0.3362 Epoch 2/10... Discriminator Loss: 0.6961... Generator Loss: 2.0318 Epoch 2/10... Discriminator Loss: 0.7892... Generator Loss: 1.4015 Epoch 2/10... Discriminator Loss: 0.9447... Generator Loss: 0.7946 Epoch 2/10... Discriminator Loss: 1.1076... Generator Loss: 1.8130 Epoch 2/10... Discriminator Loss: 1.1519... Generator Loss: 0.6235 Epoch 2/10... Discriminator Loss: 0.7951... Generator Loss: 1.1551
Epoch 2/10... Discriminator Loss: 1.0869... Generator Loss: 0.6114 Epoch 2/10... Discriminator Loss: 0.8345... Generator Loss: 1.0467 Epoch 2/10... Discriminator Loss: 1.2089... Generator Loss: 0.5841 Epoch 2/10... Discriminator Loss: 0.9388... Generator Loss: 0.7759 Epoch 2/10... Discriminator Loss: 0.9016... Generator Loss: 0.8068 Epoch 2/10... Discriminator Loss: 0.8131... Generator Loss: 0.9434 Epoch 2/10... Discriminator Loss: 0.5139... Generator Loss: 1.3681 Epoch 2/10... Discriminator Loss: 0.9291... Generator Loss: 1.8359 Epoch 2/10... Discriminator Loss: 0.9180... Generator Loss: 0.9180 Epoch 2/10... Discriminator Loss: 0.7099... Generator Loss: 0.9657
Epoch 2/10... Discriminator Loss: 1.1041... Generator Loss: 0.5882 Epoch 2/10... Discriminator Loss: 2.1001... Generator Loss: 3.7916 Epoch 2/10... Discriminator Loss: 1.1986... Generator Loss: 0.5167 Epoch 2/10... Discriminator Loss: 0.8731... Generator Loss: 0.9972 Epoch 2/10... Discriminator Loss: 0.9220... Generator Loss: 0.8551 Epoch 2/10... Discriminator Loss: 0.9614... Generator Loss: 0.7534 Epoch 2/10... Discriminator Loss: 0.6078... Generator Loss: 1.3388 Epoch 2/10... Discriminator Loss: 0.8061... Generator Loss: 1.3007 Epoch 2/10... Discriminator Loss: 1.4847... Generator Loss: 2.3709 Epoch 2/10... Discriminator Loss: 0.7548... Generator Loss: 1.0394
Epoch 2/10... Discriminator Loss: 1.0397... Generator Loss: 0.6769 Epoch 2/10... Discriminator Loss: 1.4229... Generator Loss: 0.3840 Epoch 2/10... Discriminator Loss: 0.8721... Generator Loss: 0.8993 Epoch 2/10... Discriminator Loss: 0.9308... Generator Loss: 1.4540 Epoch 2/10... Discriminator Loss: 0.9518... Generator Loss: 0.8424 Epoch 2/10... Discriminator Loss: 0.8535... Generator Loss: 0.9667 Epoch 2/10... Discriminator Loss: 1.1001... Generator Loss: 0.7556 Epoch 2/10... Discriminator Loss: 1.1448... Generator Loss: 0.5069 Epoch 2/10... Discriminator Loss: 1.1567... Generator Loss: 0.6320 Epoch 2/10... Discriminator Loss: 1.1867... Generator Loss: 0.5354
Epoch 2/10... Discriminator Loss: 1.3493... Generator Loss: 0.4413 Epoch 2/10... Discriminator Loss: 0.8844... Generator Loss: 0.8431 Epoch 2/10... Discriminator Loss: 1.4209... Generator Loss: 0.4236 Epoch 2/10... Discriminator Loss: 1.1106... Generator Loss: 0.7229 Epoch 2/10... Discriminator Loss: 1.0157... Generator Loss: 0.6595 Epoch 2/10... Discriminator Loss: 1.2111... Generator Loss: 0.4967 Epoch 2/10... Discriminator Loss: 1.3014... Generator Loss: 0.5278 Epoch 2/10... Discriminator Loss: 0.8738... Generator Loss: 0.8118 Epoch 2/10... Discriminator Loss: 1.0082... Generator Loss: 0.8482 Epoch 2/10... Discriminator Loss: 1.1198... Generator Loss: 0.5985
Epoch 2/10... Discriminator Loss: 0.6734... Generator Loss: 1.1906 Epoch 2/10... Discriminator Loss: 0.7965... Generator Loss: 1.1083 Epoch 2/10... Discriminator Loss: 0.6160... Generator Loss: 1.5274 Epoch 2/10... Discriminator Loss: 1.0816... Generator Loss: 0.6631 Epoch 2/10... Discriminator Loss: 0.7459... Generator Loss: 1.3120 Epoch 2/10... Discriminator Loss: 0.9535... Generator Loss: 0.8670 Epoch 2/10... Discriminator Loss: 1.0432... Generator Loss: 0.7231 Epoch 2/10... Discriminator Loss: 0.7483... Generator Loss: 1.1899 Epoch 2/10... Discriminator Loss: 0.7726... Generator Loss: 1.7344 Epoch 2/10... Discriminator Loss: 0.9630... Generator Loss: 1.6968
Epoch 2/10... Discriminator Loss: 0.7230... Generator Loss: 1.4302 Epoch 2/10... Discriminator Loss: 0.8795... Generator Loss: 0.8266 Epoch 2/10... Discriminator Loss: 0.5642... Generator Loss: 1.4675 Epoch 2/10... Discriminator Loss: 1.0374... Generator Loss: 0.6353 Epoch 2/10... Discriminator Loss: 0.8659... Generator Loss: 1.0908 Epoch 2/10... Discriminator Loss: 1.0058... Generator Loss: 0.6397 Epoch 2/10... Discriminator Loss: 1.0421... Generator Loss: 0.5896 Epoch 2/10... Discriminator Loss: 0.7597... Generator Loss: 1.0914 Epoch 2/10... Discriminator Loss: 0.8907... Generator Loss: 0.7272 Epoch 2/10... Discriminator Loss: 0.9150... Generator Loss: 0.8552
Epoch 2/10... Discriminator Loss: 0.7302... Generator Loss: 1.3215 Epoch 2/10... Discriminator Loss: 1.0321... Generator Loss: 0.7237 Epoch 2/10... Discriminator Loss: 1.0115... Generator Loss: 0.7146 Epoch 2/10... Discriminator Loss: 1.0377... Generator Loss: 1.0747 Epoch 2/10... Discriminator Loss: 0.9309... Generator Loss: 0.8009 Epoch 2/10... Discriminator Loss: 1.1615... Generator Loss: 0.7190 Epoch 2/10... Discriminator Loss: 0.7929... Generator Loss: 0.9867 Epoch 2/10... Discriminator Loss: 0.9436... Generator Loss: 0.6999 Epoch 2/10... Discriminator Loss: 1.6061... Generator Loss: 0.3060 Epoch 2/10... Discriminator Loss: 1.0649... Generator Loss: 0.6626
Epoch 2/10... Discriminator Loss: 0.9872... Generator Loss: 0.6759 Epoch 2/10... Discriminator Loss: 0.9035... Generator Loss: 0.8043 Epoch 2/10... Discriminator Loss: 1.1442... Generator Loss: 0.5621 Epoch 2/10... Discriminator Loss: 0.9481... Generator Loss: 0.8708 Epoch 2/10... Discriminator Loss: 0.6572... Generator Loss: 1.3360 Epoch 2/10... Discriminator Loss: 1.3628... Generator Loss: 0.4634 Epoch 2/10... Discriminator Loss: 0.7728... Generator Loss: 1.7000 Epoch 2/10... Discriminator Loss: 0.8976... Generator Loss: 1.0654 Epoch 2/10... Discriminator Loss: 0.6192... Generator Loss: 1.2404 Epoch 2/10... Discriminator Loss: 0.8079... Generator Loss: 1.8903
Epoch 2/10... Discriminator Loss: 1.1330... Generator Loss: 0.6640 Epoch 2/10... Discriminator Loss: 1.3573... Generator Loss: 0.5102 Epoch 2/10... Discriminator Loss: 0.7477... Generator Loss: 1.0730 Epoch 2/10... Discriminator Loss: 0.9229... Generator Loss: 1.0452 Epoch 2/10... Discriminator Loss: 1.2180... Generator Loss: 0.4603 Epoch 2/10... Discriminator Loss: 1.0149... Generator Loss: 0.6692 Epoch 2/10... Discriminator Loss: 0.8022... Generator Loss: 1.3620 Epoch 2/10... Discriminator Loss: 0.8804... Generator Loss: 0.8856 Epoch 2/10... Discriminator Loss: 0.9102... Generator Loss: 0.7984 Epoch 2/10... Discriminator Loss: 0.6797... Generator Loss: 1.3880
Epoch 2/10... Discriminator Loss: 0.7143... Generator Loss: 0.9614 Epoch 2/10... Discriminator Loss: 1.0973... Generator Loss: 0.6399 Epoch 2/10... Discriminator Loss: 0.8129... Generator Loss: 0.9913 Epoch 2/10... Discriminator Loss: 1.0913... Generator Loss: 0.6058 Epoch 2/10... Discriminator Loss: 0.8815... Generator Loss: 2.1347 Epoch 2/10... Discriminator Loss: 0.8398... Generator Loss: 1.5405 Epoch 2/10... Discriminator Loss: 0.8110... Generator Loss: 1.8389 Epoch 2/10... Discriminator Loss: 0.8069... Generator Loss: 0.9360 Epoch 2/10... Discriminator Loss: 0.9924... Generator Loss: 0.7092 Epoch 2/10... Discriminator Loss: 1.3581... Generator Loss: 0.4123
Epoch 2/10... Discriminator Loss: 0.9640... Generator Loss: 0.7270 Epoch 2/10... Discriminator Loss: 0.9324... Generator Loss: 1.5017 Epoch 2/10... Discriminator Loss: 0.7799... Generator Loss: 1.2643 Epoch 2/10... Discriminator Loss: 0.7864... Generator Loss: 1.2804 Epoch 2/10... Discriminator Loss: 1.1024... Generator Loss: 0.5919 Epoch 2/10... Discriminator Loss: 0.9151... Generator Loss: 0.7649 Epoch 2/10... Discriminator Loss: 1.3171... Generator Loss: 0.4245 Epoch 2/10... Discriminator Loss: 1.2611... Generator Loss: 0.4174 Epoch 2/10... Discriminator Loss: 0.8798... Generator Loss: 0.8997 Epoch 2/10... Discriminator Loss: 1.1590... Generator Loss: 0.6650
Epoch 2/10... Discriminator Loss: 1.3875... Generator Loss: 0.3903 Epoch 2/10... Discriminator Loss: 0.6981... Generator Loss: 1.0994 Epoch 2/10... Discriminator Loss: 0.8497... Generator Loss: 1.4276 Epoch 2/10... Discriminator Loss: 0.8593... Generator Loss: 0.9883 Epoch 2/10... Discriminator Loss: 1.0934... Generator Loss: 0.6147 Epoch 2/10... Discriminator Loss: 0.5986... Generator Loss: 1.5110 Epoch 2/10... Discriminator Loss: 0.9313... Generator Loss: 0.9152 Epoch 2/10... Discriminator Loss: 0.8733... Generator Loss: 1.0740 Epoch 2/10... Discriminator Loss: 1.0112... Generator Loss: 1.7562 Epoch 2/10... Discriminator Loss: 1.0877... Generator Loss: 1.8374
Epoch 2/10... Discriminator Loss: 1.0716... Generator Loss: 0.7261 Epoch 2/10... Discriminator Loss: 0.9103... Generator Loss: 0.9222 Epoch 2/10... Discriminator Loss: 1.0414... Generator Loss: 0.6538 Epoch 2/10... Discriminator Loss: 0.9544... Generator Loss: 0.7153 Epoch 2/10... Discriminator Loss: 1.0005... Generator Loss: 0.6948 Epoch 2/10... Discriminator Loss: 0.9911... Generator Loss: 0.6632 Epoch 2/10... Discriminator Loss: 1.0511... Generator Loss: 0.6305 Epoch 2/10... Discriminator Loss: 0.8534... Generator Loss: 1.0424 Epoch 2/10... Discriminator Loss: 0.7871... Generator Loss: 0.8940 Epoch 2/10... Discriminator Loss: 0.8497... Generator Loss: 1.7440
Epoch 2/10... Discriminator Loss: 0.9437... Generator Loss: 0.7195 Epoch 2/10... Discriminator Loss: 0.9979... Generator Loss: 1.0363 Epoch 2/10... Discriminator Loss: 0.8632... Generator Loss: 1.2469 Epoch 2/10... Discriminator Loss: 0.9216... Generator Loss: 0.9411 Epoch 2/10... Discriminator Loss: 1.5155... Generator Loss: 3.7593 Epoch 2/10... Discriminator Loss: 0.7283... Generator Loss: 0.8759 Epoch 2/10... Discriminator Loss: 1.1806... Generator Loss: 0.5678 Epoch 2/10... Discriminator Loss: 1.4671... Generator Loss: 0.3799 Epoch 2/10... Discriminator Loss: 0.8890... Generator Loss: 1.0009 Epoch 2/10... Discriminator Loss: 0.9484... Generator Loss: 1.1964
Epoch 2/10... Discriminator Loss: 1.1099... Generator Loss: 0.6873 Epoch 2/10... Discriminator Loss: 1.0187... Generator Loss: 1.0886 Epoch 2/10... Discriminator Loss: 0.9400... Generator Loss: 0.9173 Epoch 2/10... Discriminator Loss: 1.0805... Generator Loss: 0.6173 Epoch 2/10... Discriminator Loss: 1.1630... Generator Loss: 0.5564 Epoch 2/10... Discriminator Loss: 1.0402... Generator Loss: 0.7584 Epoch 2/10... Discriminator Loss: 0.7843... Generator Loss: 1.0298 Epoch 2/10... Discriminator Loss: 0.8337... Generator Loss: 0.9620 Epoch 2/10... Discriminator Loss: 0.8512... Generator Loss: 0.9443 Epoch 2/10... Discriminator Loss: 1.0008... Generator Loss: 0.7475
Epoch 2/10... Discriminator Loss: 1.0355... Generator Loss: 0.6337 Epoch 2/10... Discriminator Loss: 0.9811... Generator Loss: 0.6452 Epoch 2/10... Discriminator Loss: 1.0946... Generator Loss: 0.6252 Epoch 2/10... Discriminator Loss: 1.0562... Generator Loss: 0.6468 Epoch 2/10... Discriminator Loss: 0.8861... Generator Loss: 1.2663 Epoch 2/10... Discriminator Loss: 0.8631... Generator Loss: 0.9790 Epoch 2/10... Discriminator Loss: 0.8032... Generator Loss: 1.2426 Epoch 2/10... Discriminator Loss: 0.8891... Generator Loss: 1.3703 Epoch 2/10... Discriminator Loss: 0.7818... Generator Loss: 1.1166 Epoch 2/10... Discriminator Loss: 0.7797... Generator Loss: 0.9100
Epoch 2/10... Discriminator Loss: 0.9050... Generator Loss: 0.9267 Epoch 2/10... Discriminator Loss: 1.1879... Generator Loss: 0.8963 Epoch 2/10... Discriminator Loss: 0.8522... Generator Loss: 0.9436 Epoch 2/10... Discriminator Loss: 0.9114... Generator Loss: 0.8963 Epoch 2/10... Discriminator Loss: 0.8198... Generator Loss: 1.7956 Epoch 2/10... Discriminator Loss: 1.0630... Generator Loss: 0.8521 Epoch 2/10... Discriminator Loss: 1.4006... Generator Loss: 0.4283 Epoch 2/10... Discriminator Loss: 0.8249... Generator Loss: 1.1425 Epoch 2/10... Discriminator Loss: 0.5821... Generator Loss: 1.8079 Epoch 2/10... Discriminator Loss: 1.0643... Generator Loss: 0.6215
Epoch 2/10... Discriminator Loss: 0.9799... Generator Loss: 0.8516 Epoch 2/10... Discriminator Loss: 0.8227... Generator Loss: 0.9911 Epoch 2/10... Discriminator Loss: 1.1174... Generator Loss: 0.7044 Epoch 2/10... Discriminator Loss: 0.8801... Generator Loss: 1.0925 Epoch 2/10... Discriminator Loss: 1.1662... Generator Loss: 0.7420 Epoch 2/10... Discriminator Loss: 1.1318... Generator Loss: 0.6021 Epoch 2/10... Discriminator Loss: 0.8118... Generator Loss: 1.6234 Epoch 2/10... Discriminator Loss: 0.9370... Generator Loss: 1.1866 Epoch 2/10... Discriminator Loss: 0.6681... Generator Loss: 1.2454 Epoch 2/10... Discriminator Loss: 0.8711... Generator Loss: 0.8713
Epoch 2/10... Discriminator Loss: 1.1925... Generator Loss: 0.5412 Epoch 2/10... Discriminator Loss: 1.8323... Generator Loss: 2.9917 Epoch 2/10... Discriminator Loss: 1.0228... Generator Loss: 0.7195 Epoch 2/10... Discriminator Loss: 0.9826... Generator Loss: 0.8508 Epoch 2/10... Discriminator Loss: 1.0174... Generator Loss: 0.9795 Epoch 2/10... Discriminator Loss: 1.2096... Generator Loss: 0.6382 Epoch 2/10... Discriminator Loss: 0.8370... Generator Loss: 0.9490 Epoch 2/10... Discriminator Loss: 0.8891... Generator Loss: 0.8420 Epoch 2/10... Discriminator Loss: 0.8354... Generator Loss: 1.1002 Epoch 2/10... Discriminator Loss: 0.7144... Generator Loss: 1.1666
Epoch 2/10... Discriminator Loss: 0.8962... Generator Loss: 1.1445 Epoch 2/10... Discriminator Loss: 0.8976... Generator Loss: 1.3531 Epoch 2/10... Discriminator Loss: 0.6748... Generator Loss: 1.3691 Epoch 2/10... Discriminator Loss: 0.7990... Generator Loss: 1.3223 Epoch 2/10... Discriminator Loss: 0.8691... Generator Loss: 1.7678 Epoch 2/10... Discriminator Loss: 1.1534... Generator Loss: 1.4402 Epoch 2/10... Discriminator Loss: 1.0466... Generator Loss: 0.7062 Epoch 2/10... Discriminator Loss: 0.8640... Generator Loss: 1.3595 Epoch 2/10... Discriminator Loss: 0.9850... Generator Loss: 1.7324 Epoch 2/10... Discriminator Loss: 1.1621... Generator Loss: 1.0942
Epoch 2/10... Discriminator Loss: 0.6927... Generator Loss: 1.6657 Epoch 2/10... Discriminator Loss: 0.7801... Generator Loss: 1.3232 Epoch 2/10... Discriminator Loss: 0.8780... Generator Loss: 1.0992 Epoch 2/10... Discriminator Loss: 1.2495... Generator Loss: 0.6695 Epoch 2/10... Discriminator Loss: 1.1356... Generator Loss: 0.6132 Epoch 2/10... Discriminator Loss: 0.8811... Generator Loss: 1.8250 Epoch 2/10... Discriminator Loss: 0.9296... Generator Loss: 0.8654 Epoch 2/10... Discriminator Loss: 0.8167... Generator Loss: 0.9091 Epoch 2/10... Discriminator Loss: 0.9174... Generator Loss: 1.2311 Epoch 2/10... Discriminator Loss: 0.9575... Generator Loss: 0.7100
Epoch 2/10... Discriminator Loss: 0.9662... Generator Loss: 0.6967 Epoch 2/10... Discriminator Loss: 1.0812... Generator Loss: 1.6130 Epoch 2/10... Discriminator Loss: 0.9255... Generator Loss: 1.2372 Epoch 2/10... Discriminator Loss: 0.8958... Generator Loss: 0.7830 Epoch 2/10... Discriminator Loss: 0.9302... Generator Loss: 0.8291 Epoch 2/10... Discriminator Loss: 1.0391... Generator Loss: 0.7838 Epoch 2/10... Discriminator Loss: 1.2009... Generator Loss: 0.4866 Epoch 2/10... Discriminator Loss: 0.9463... Generator Loss: 0.9661 Epoch 2/10... Discriminator Loss: 0.9234... Generator Loss: 0.9754 Epoch 2/10... Discriminator Loss: 1.1759... Generator Loss: 0.5425
Epoch 2/10... Discriminator Loss: 1.3592... Generator Loss: 0.4209 Epoch 2/10... Discriminator Loss: 0.9297... Generator Loss: 0.9138 Epoch 2/10... Discriminator Loss: 1.2783... Generator Loss: 1.4508 Epoch 2/10... Discriminator Loss: 0.9226... Generator Loss: 0.7777 Epoch 2/10... Discriminator Loss: 0.9216... Generator Loss: 0.9459 Epoch 2/10... Discriminator Loss: 0.8646... Generator Loss: 1.0926 Epoch 2/10... Discriminator Loss: 0.9257... Generator Loss: 0.8059 Epoch 2/10... Discriminator Loss: 0.8035... Generator Loss: 1.1357 Epoch 2/10... Discriminator Loss: 0.7993... Generator Loss: 1.7906 Epoch 2/10... Discriminator Loss: 1.0647... Generator Loss: 0.5640
Epoch 2/10... Discriminator Loss: 1.1954... Generator Loss: 1.9026 Epoch 2/10... Discriminator Loss: 1.1375... Generator Loss: 0.6313 Epoch 2/10... Discriminator Loss: 1.0274... Generator Loss: 0.6841 Epoch 2/10... Discriminator Loss: 1.0181... Generator Loss: 0.7022 Epoch 2/10... Discriminator Loss: 0.8822... Generator Loss: 1.1349 Epoch 2/10... Discriminator Loss: 0.9240... Generator Loss: 0.8102 Epoch 2/10... Discriminator Loss: 1.3816... Generator Loss: 1.4980 Epoch 2/10... Discriminator Loss: 1.3634... Generator Loss: 0.4251 Epoch 2/10... Discriminator Loss: 1.0578... Generator Loss: 0.9392 Epoch 2/10... Discriminator Loss: 0.8201... Generator Loss: 0.9410
Epoch 2/10... Discriminator Loss: 0.9870... Generator Loss: 0.7454 Epoch 2/10... Discriminator Loss: 1.2178... Generator Loss: 0.4694 Epoch 2/10... Discriminator Loss: 1.1290... Generator Loss: 1.4001 Epoch 2/10... Discriminator Loss: 1.1461... Generator Loss: 0.7324 Epoch 2/10... Discriminator Loss: 1.0101... Generator Loss: 1.4922 Epoch 2/10... Discriminator Loss: 1.1484... Generator Loss: 0.5501 Epoch 2/10... Discriminator Loss: 0.9805... Generator Loss: 0.7946 Epoch 2/10... Discriminator Loss: 1.3079... Generator Loss: 0.4385 Epoch 2/10... Discriminator Loss: 1.0359... Generator Loss: 1.1103 Epoch 2/10... Discriminator Loss: 1.1156... Generator Loss: 1.3124
Epoch 2/10... Discriminator Loss: 1.3784... Generator Loss: 0.4659 Epoch 2/10... Discriminator Loss: 0.8875... Generator Loss: 1.0759 Epoch 2/10... Discriminator Loss: 0.6147... Generator Loss: 1.5119 Epoch 2/10... Discriminator Loss: 1.1674... Generator Loss: 0.5098 Epoch 2/10... Discriminator Loss: 0.8705... Generator Loss: 1.1662 Epoch 2/10... Discriminator Loss: 0.9570... Generator Loss: 0.7281 Epoch 2/10... Discriminator Loss: 0.8434... Generator Loss: 0.9802 Epoch 2/10... Discriminator Loss: 0.8593... Generator Loss: 0.9579 Epoch 2/10... Discriminator Loss: 1.4235... Generator Loss: 0.3647 Epoch 2/10... Discriminator Loss: 0.9631... Generator Loss: 0.7867
Epoch 2/10... Discriminator Loss: 1.1910... Generator Loss: 0.4913 Epoch 2/10... Discriminator Loss: 0.7783... Generator Loss: 1.0207 Epoch 2/10... Discriminator Loss: 0.5886... Generator Loss: 1.2676 Epoch 2/10... Discriminator Loss: 0.9729... Generator Loss: 0.7530 Epoch 2/10... Discriminator Loss: 1.0492... Generator Loss: 1.6944 Epoch 2/10... Discriminator Loss: 1.0519... Generator Loss: 0.6331 Epoch 2/10... Discriminator Loss: 0.8633... Generator Loss: 0.9328 Epoch 2/10... Discriminator Loss: 0.9678... Generator Loss: 1.6720 Epoch 2/10... Discriminator Loss: 1.0282... Generator Loss: 0.7953 Epoch 2/10... Discriminator Loss: 0.7501... Generator Loss: 1.5113
Epoch 2/10... Discriminator Loss: 0.8633... Generator Loss: 0.8757 Epoch 2/10... Discriminator Loss: 0.7799... Generator Loss: 1.0351 Epoch 2/10... Discriminator Loss: 1.0426... Generator Loss: 0.6539 Epoch 2/10... Discriminator Loss: 0.9726... Generator Loss: 1.2676 Epoch 2/10... Discriminator Loss: 0.9449... Generator Loss: 0.6951 Epoch 2/10... Discriminator Loss: 0.8036... Generator Loss: 1.1335 Epoch 2/10... Discriminator Loss: 0.7693... Generator Loss: 1.0697 Epoch 2/10... Discriminator Loss: 1.2437... Generator Loss: 0.4505 Epoch 2/10... Discriminator Loss: 0.4597... Generator Loss: 1.6714 Epoch 2/10... Discriminator Loss: 0.3912... Generator Loss: 2.9363
Epoch 2/10... Discriminator Loss: 0.5206... Generator Loss: 1.7613 Epoch 2/10... Discriminator Loss: 0.4297... Generator Loss: 2.5856 Epoch 2/10... Discriminator Loss: 1.0138... Generator Loss: 0.6430 Epoch 3/10... Discriminator Loss: 0.6291... Generator Loss: 1.9963 Epoch 3/10... Discriminator Loss: 0.6120... Generator Loss: 1.1348 Epoch 3/10... Discriminator Loss: 0.8885... Generator Loss: 0.7725 Epoch 3/10... Discriminator Loss: 0.7542... Generator Loss: 0.9870 Epoch 3/10... Discriminator Loss: 0.9643... Generator Loss: 0.7360 Epoch 3/10... Discriminator Loss: 1.1374... Generator Loss: 0.6545 Epoch 3/10... Discriminator Loss: 1.0284... Generator Loss: 1.1235
Epoch 3/10... Discriminator Loss: 0.7885... Generator Loss: 1.0929 Epoch 3/10... Discriminator Loss: 1.2064... Generator Loss: 0.5061 Epoch 3/10... Discriminator Loss: 0.8388... Generator Loss: 1.4724 Epoch 3/10... Discriminator Loss: 0.8313... Generator Loss: 0.9487 Epoch 3/10... Discriminator Loss: 1.1471... Generator Loss: 1.3401 Epoch 3/10... Discriminator Loss: 0.8659... Generator Loss: 1.0412 Epoch 3/10... Discriminator Loss: 1.0092... Generator Loss: 0.9547 Epoch 3/10... Discriminator Loss: 0.8180... Generator Loss: 0.9415 Epoch 3/10... Discriminator Loss: 1.5284... Generator Loss: 0.3733 Epoch 3/10... Discriminator Loss: 1.0024... Generator Loss: 0.9110
Epoch 3/10... Discriminator Loss: 1.0844... Generator Loss: 0.5975 Epoch 3/10... Discriminator Loss: 0.7497... Generator Loss: 1.0008 Epoch 3/10... Discriminator Loss: 0.9138... Generator Loss: 1.3971 Epoch 3/10... Discriminator Loss: 0.8136... Generator Loss: 0.9294 Epoch 3/10... Discriminator Loss: 0.8534... Generator Loss: 1.0694 Epoch 3/10... Discriminator Loss: 1.1615... Generator Loss: 0.5508 Epoch 3/10... Discriminator Loss: 1.0643... Generator Loss: 0.6021 Epoch 3/10... Discriminator Loss: 1.0512... Generator Loss: 1.4669 Epoch 3/10... Discriminator Loss: 1.1303... Generator Loss: 0.5104 Epoch 3/10... Discriminator Loss: 1.1532... Generator Loss: 0.5781
Epoch 3/10... Discriminator Loss: 0.9302... Generator Loss: 0.9290 Epoch 3/10... Discriminator Loss: 0.6483... Generator Loss: 1.4732 Epoch 3/10... Discriminator Loss: 1.2378... Generator Loss: 0.7035 Epoch 3/10... Discriminator Loss: 0.6738... Generator Loss: 1.2476 Epoch 3/10... Discriminator Loss: 1.2295... Generator Loss: 0.9238 Epoch 3/10... Discriminator Loss: 0.9599... Generator Loss: 0.7907 Epoch 3/10... Discriminator Loss: 1.0867... Generator Loss: 0.5942 Epoch 3/10... Discriminator Loss: 1.0603... Generator Loss: 0.7307 Epoch 3/10... Discriminator Loss: 0.6279... Generator Loss: 1.1661 Epoch 3/10... Discriminator Loss: 0.8094... Generator Loss: 1.3801
Epoch 3/10... Discriminator Loss: 1.1163... Generator Loss: 0.5676 Epoch 3/10... Discriminator Loss: 1.0799... Generator Loss: 0.7154 Epoch 3/10... Discriminator Loss: 1.2863... Generator Loss: 0.4535 Epoch 3/10... Discriminator Loss: 1.1248... Generator Loss: 0.5908 Epoch 3/10... Discriminator Loss: 0.8061... Generator Loss: 1.1946 Epoch 3/10... Discriminator Loss: 0.9510... Generator Loss: 1.7493 Epoch 3/10... Discriminator Loss: 1.6218... Generator Loss: 0.3092 Epoch 3/10... Discriminator Loss: 1.0715... Generator Loss: 0.9655 Epoch 3/10... Discriminator Loss: 1.0404... Generator Loss: 1.2660 Epoch 3/10... Discriminator Loss: 0.8161... Generator Loss: 1.4232
Epoch 3/10... Discriminator Loss: 0.7291... Generator Loss: 1.3365 Epoch 3/10... Discriminator Loss: 1.2617... Generator Loss: 1.4002 Epoch 3/10... Discriminator Loss: 1.0994... Generator Loss: 0.6992 Epoch 3/10... Discriminator Loss: 0.8556... Generator Loss: 1.3162 Epoch 3/10... Discriminator Loss: 1.0779... Generator Loss: 0.5528 Epoch 3/10... Discriminator Loss: 0.9499... Generator Loss: 0.8921 Epoch 3/10... Discriminator Loss: 0.8324... Generator Loss: 1.0659 Epoch 3/10... Discriminator Loss: 1.0674... Generator Loss: 0.7938 Epoch 3/10... Discriminator Loss: 1.3021... Generator Loss: 0.4462 Epoch 3/10... Discriminator Loss: 1.1198... Generator Loss: 0.7998
Epoch 3/10... Discriminator Loss: 0.7883... Generator Loss: 1.0748 Epoch 3/10... Discriminator Loss: 1.1290... Generator Loss: 0.6588 Epoch 3/10... Discriminator Loss: 1.0166... Generator Loss: 1.0053 Epoch 3/10... Discriminator Loss: 1.2369... Generator Loss: 0.5335 Epoch 3/10... Discriminator Loss: 0.8510... Generator Loss: 0.9475 Epoch 3/10... Discriminator Loss: 1.0616... Generator Loss: 0.7220 Epoch 3/10... Discriminator Loss: 0.8830... Generator Loss: 0.8288 Epoch 3/10... Discriminator Loss: 1.0890... Generator Loss: 0.5561 Epoch 3/10... Discriminator Loss: 1.1046... Generator Loss: 1.6928 Epoch 3/10... Discriminator Loss: 1.0424... Generator Loss: 0.6642
Epoch 3/10... Discriminator Loss: 0.9597... Generator Loss: 1.5126 Epoch 3/10... Discriminator Loss: 1.1881... Generator Loss: 0.5408 Epoch 3/10... Discriminator Loss: 1.1301... Generator Loss: 0.6692 Epoch 3/10... Discriminator Loss: 1.2136... Generator Loss: 0.4982 Epoch 3/10... Discriminator Loss: 1.1187... Generator Loss: 1.0367 Epoch 3/10... Discriminator Loss: 1.0688... Generator Loss: 0.7094 Epoch 3/10... Discriminator Loss: 0.8271... Generator Loss: 1.0903 Epoch 3/10... Discriminator Loss: 0.8951... Generator Loss: 0.9505 Epoch 3/10... Discriminator Loss: 1.2473... Generator Loss: 0.8760 Epoch 3/10... Discriminator Loss: 0.8927... Generator Loss: 0.9033
Epoch 3/10... Discriminator Loss: 0.9391... Generator Loss: 0.8632 Epoch 3/10... Discriminator Loss: 0.9011... Generator Loss: 0.8960 Epoch 3/10... Discriminator Loss: 1.1624... Generator Loss: 0.8016 Epoch 3/10... Discriminator Loss: 0.8193... Generator Loss: 1.1898 Epoch 3/10... Discriminator Loss: 1.1238... Generator Loss: 0.6378 Epoch 3/10... Discriminator Loss: 1.1486... Generator Loss: 0.5055 Epoch 3/10... Discriminator Loss: 1.5273... Generator Loss: 0.3309 Epoch 3/10... Discriminator Loss: 0.8484... Generator Loss: 0.8510 Epoch 3/10... Discriminator Loss: 1.2483... Generator Loss: 0.5089 Epoch 3/10... Discriminator Loss: 1.1270... Generator Loss: 0.6467
Epoch 3/10... Discriminator Loss: 0.8875... Generator Loss: 1.2193 Epoch 3/10... Discriminator Loss: 1.2620... Generator Loss: 1.3850 Epoch 3/10... Discriminator Loss: 1.3504... Generator Loss: 0.4224 Epoch 3/10... Discriminator Loss: 1.2194... Generator Loss: 0.5471 Epoch 3/10... Discriminator Loss: 0.8887... Generator Loss: 0.9749 Epoch 3/10... Discriminator Loss: 0.8365... Generator Loss: 1.1040 Epoch 3/10... Discriminator Loss: 1.0559... Generator Loss: 1.0601 Epoch 3/10... Discriminator Loss: 0.8010... Generator Loss: 1.0585 Epoch 3/10... Discriminator Loss: 1.0148... Generator Loss: 0.8621 Epoch 3/10... Discriminator Loss: 0.9118... Generator Loss: 1.6172
Epoch 3/10... Discriminator Loss: 1.2311... Generator Loss: 0.5036 Epoch 3/10... Discriminator Loss: 0.9527... Generator Loss: 1.3561 Epoch 3/10... Discriminator Loss: 0.9282... Generator Loss: 0.8316 Epoch 3/10... Discriminator Loss: 1.0545... Generator Loss: 0.7615 Epoch 3/10... Discriminator Loss: 0.9077... Generator Loss: 0.7737 Epoch 3/10... Discriminator Loss: 1.2323... Generator Loss: 0.5036 Epoch 3/10... Discriminator Loss: 1.0749... Generator Loss: 0.7015 Epoch 3/10... Discriminator Loss: 1.2081... Generator Loss: 0.7019 Epoch 3/10... Discriminator Loss: 0.6932... Generator Loss: 0.9388 Epoch 3/10... Discriminator Loss: 0.6516... Generator Loss: 1.0893
Epoch 3/10... Discriminator Loss: 0.9061... Generator Loss: 1.0579 Epoch 3/10... Discriminator Loss: 1.0392... Generator Loss: 0.7653 Epoch 3/10... Discriminator Loss: 0.7586... Generator Loss: 1.0366 Epoch 3/10... Discriminator Loss: 1.0703... Generator Loss: 0.9701 Epoch 3/10... Discriminator Loss: 0.7627... Generator Loss: 0.9310 Epoch 3/10... Discriminator Loss: 0.9725... Generator Loss: 0.6660 Epoch 3/10... Discriminator Loss: 0.8770... Generator Loss: 1.1340 Epoch 3/10... Discriminator Loss: 0.7108... Generator Loss: 1.3316 Epoch 3/10... Discriminator Loss: 0.8318... Generator Loss: 0.8573 Epoch 3/10... Discriminator Loss: 0.7676... Generator Loss: 0.9137
Epoch 3/10... Discriminator Loss: 1.1482... Generator Loss: 1.1327 Epoch 3/10... Discriminator Loss: 1.0700... Generator Loss: 1.0631 Epoch 3/10... Discriminator Loss: 1.1782... Generator Loss: 0.5161 Epoch 3/10... Discriminator Loss: 0.9131... Generator Loss: 1.0084 Epoch 3/10... Discriminator Loss: 1.0705... Generator Loss: 0.6573 Epoch 3/10... Discriminator Loss: 0.8143... Generator Loss: 1.1154 Epoch 3/10... Discriminator Loss: 1.1374... Generator Loss: 0.5494 Epoch 3/10... Discriminator Loss: 0.9692... Generator Loss: 1.0090 Epoch 3/10... Discriminator Loss: 0.8843... Generator Loss: 1.5746 Epoch 3/10... Discriminator Loss: 0.9899... Generator Loss: 0.7199
Epoch 3/10... Discriminator Loss: 1.0680... Generator Loss: 0.6443 Epoch 3/10... Discriminator Loss: 0.7668... Generator Loss: 1.1671 Epoch 3/10... Discriminator Loss: 1.1346... Generator Loss: 0.9074 Epoch 3/10... Discriminator Loss: 1.0550... Generator Loss: 0.7819 Epoch 3/10... Discriminator Loss: 1.1547... Generator Loss: 0.5991 Epoch 3/10... Discriminator Loss: 1.0209... Generator Loss: 1.0460 Epoch 3/10... Discriminator Loss: 0.6936... Generator Loss: 1.3624 Epoch 3/10... Discriminator Loss: 1.0608... Generator Loss: 0.6298 Epoch 3/10... Discriminator Loss: 0.7527... Generator Loss: 1.2262 Epoch 3/10... Discriminator Loss: 0.9591... Generator Loss: 0.9003
Epoch 3/10... Discriminator Loss: 1.0385... Generator Loss: 0.9794 Epoch 3/10... Discriminator Loss: 1.0687... Generator Loss: 1.9876 Epoch 3/10... Discriminator Loss: 1.2041... Generator Loss: 1.1193 Epoch 3/10... Discriminator Loss: 1.5808... Generator Loss: 0.3221 Epoch 3/10... Discriminator Loss: 0.9190... Generator Loss: 0.8569 Epoch 3/10... Discriminator Loss: 1.2982... Generator Loss: 0.5104 Epoch 3/10... Discriminator Loss: 0.9845... Generator Loss: 0.8497 Epoch 3/10... Discriminator Loss: 0.9107... Generator Loss: 0.7866 Epoch 3/10... Discriminator Loss: 0.9410... Generator Loss: 0.9391 Epoch 3/10... Discriminator Loss: 0.8903... Generator Loss: 1.5531
Epoch 3/10... Discriminator Loss: 1.2899... Generator Loss: 0.4376 Epoch 3/10... Discriminator Loss: 1.2357... Generator Loss: 0.4922 Epoch 3/10... Discriminator Loss: 0.8844... Generator Loss: 1.2836 Epoch 3/10... Discriminator Loss: 0.7546... Generator Loss: 1.7601 Epoch 3/10... Discriminator Loss: 1.0667... Generator Loss: 1.0619 Epoch 3/10... Discriminator Loss: 1.1777... Generator Loss: 0.5091 Epoch 3/10... Discriminator Loss: 0.7272... Generator Loss: 1.0099 Epoch 3/10... Discriminator Loss: 0.9354... Generator Loss: 0.7295 Epoch 3/10... Discriminator Loss: 1.1255... Generator Loss: 1.1153 Epoch 3/10... Discriminator Loss: 1.2748... Generator Loss: 1.6254
Epoch 3/10... Discriminator Loss: 0.9375... Generator Loss: 0.7226 Epoch 3/10... Discriminator Loss: 1.1584... Generator Loss: 1.0252 Epoch 3/10... Discriminator Loss: 1.1969... Generator Loss: 1.3707 Epoch 3/10... Discriminator Loss: 1.1072... Generator Loss: 0.5371 Epoch 3/10... Discriminator Loss: 1.1125... Generator Loss: 1.7707 Epoch 3/10... Discriminator Loss: 1.0692... Generator Loss: 0.6927 Epoch 3/10... Discriminator Loss: 1.0418... Generator Loss: 0.6474 Epoch 3/10... Discriminator Loss: 1.1852... Generator Loss: 0.7355 Epoch 3/10... Discriminator Loss: 1.0253... Generator Loss: 0.7659 Epoch 3/10... Discriminator Loss: 0.9568... Generator Loss: 1.1207
Epoch 3/10... Discriminator Loss: 1.0251... Generator Loss: 0.9427 Epoch 3/10... Discriminator Loss: 1.7228... Generator Loss: 0.2627 Epoch 3/10... Discriminator Loss: 1.1044... Generator Loss: 1.1655 Epoch 3/10... Discriminator Loss: 0.8079... Generator Loss: 1.3645 Epoch 3/10... Discriminator Loss: 0.9147... Generator Loss: 0.7569 Epoch 3/10... Discriminator Loss: 0.8415... Generator Loss: 1.6176 Epoch 3/10... Discriminator Loss: 0.9511... Generator Loss: 0.9741 Epoch 3/10... Discriminator Loss: 1.2260... Generator Loss: 1.6610 Epoch 3/10... Discriminator Loss: 1.0573... Generator Loss: 0.7167 Epoch 3/10... Discriminator Loss: 0.7972... Generator Loss: 1.4848
Epoch 3/10... Discriminator Loss: 1.0860... Generator Loss: 0.6321 Epoch 3/10... Discriminator Loss: 1.0665... Generator Loss: 0.6378 Epoch 3/10... Discriminator Loss: 1.2391... Generator Loss: 0.5171 Epoch 3/10... Discriminator Loss: 1.0249... Generator Loss: 1.0096 Epoch 3/10... Discriminator Loss: 1.1356... Generator Loss: 0.6300 Epoch 3/10... Discriminator Loss: 0.9201... Generator Loss: 1.1418 Epoch 3/10... Discriminator Loss: 0.8790... Generator Loss: 0.7611 Epoch 3/10... Discriminator Loss: 1.0395... Generator Loss: 0.6383 Epoch 3/10... Discriminator Loss: 1.1222... Generator Loss: 0.7240 Epoch 3/10... Discriminator Loss: 1.2748... Generator Loss: 0.4185
Epoch 3/10... Discriminator Loss: 1.3184... Generator Loss: 0.4213 Epoch 3/10... Discriminator Loss: 0.9155... Generator Loss: 0.7691 Epoch 3/10... Discriminator Loss: 0.7325... Generator Loss: 1.2012 Epoch 3/10... Discriminator Loss: 0.7782... Generator Loss: 1.5929 Epoch 3/10... Discriminator Loss: 0.8527... Generator Loss: 0.9226 Epoch 3/10... Discriminator Loss: 0.9526... Generator Loss: 0.9839 Epoch 3/10... Discriminator Loss: 0.8727... Generator Loss: 1.7288 Epoch 3/10... Discriminator Loss: 0.9470... Generator Loss: 0.8777 Epoch 3/10... Discriminator Loss: 0.9633... Generator Loss: 0.9163 Epoch 3/10... Discriminator Loss: 1.0118... Generator Loss: 0.6624
Epoch 3/10... Discriminator Loss: 0.7384... Generator Loss: 1.1112 Epoch 3/10... Discriminator Loss: 0.7901... Generator Loss: 1.5874 Epoch 3/10... Discriminator Loss: 0.9761... Generator Loss: 0.9458 Epoch 3/10... Discriminator Loss: 0.8987... Generator Loss: 0.8164 Epoch 3/10... Discriminator Loss: 1.1536... Generator Loss: 0.5946 Epoch 3/10... Discriminator Loss: 0.9007... Generator Loss: 1.3278 Epoch 3/10... Discriminator Loss: 0.9688... Generator Loss: 0.7272 Epoch 3/10... Discriminator Loss: 0.7059... Generator Loss: 1.3862 Epoch 3/10... Discriminator Loss: 0.8918... Generator Loss: 0.9102 Epoch 3/10... Discriminator Loss: 1.1548... Generator Loss: 0.5497
Epoch 3/10... Discriminator Loss: 1.2712... Generator Loss: 1.1082 Epoch 3/10... Discriminator Loss: 1.3665... Generator Loss: 0.9121 Epoch 3/10... Discriminator Loss: 0.5957... Generator Loss: 1.1020 Epoch 3/10... Discriminator Loss: 1.1818... Generator Loss: 0.5002 Epoch 3/10... Discriminator Loss: 0.9896... Generator Loss: 0.7329 Epoch 3/10... Discriminator Loss: 1.0449... Generator Loss: 0.6098 Epoch 3/10... Discriminator Loss: 1.0359... Generator Loss: 0.7273 Epoch 3/10... Discriminator Loss: 0.9201... Generator Loss: 0.8251 Epoch 3/10... Discriminator Loss: 1.1885... Generator Loss: 0.5295 Epoch 3/10... Discriminator Loss: 0.8356... Generator Loss: 0.9708
Epoch 3/10... Discriminator Loss: 1.0375... Generator Loss: 0.6411 Epoch 3/10... Discriminator Loss: 1.1845... Generator Loss: 1.1877 Epoch 3/10... Discriminator Loss: 1.1270... Generator Loss: 1.6162 Epoch 3/10... Discriminator Loss: 1.0371... Generator Loss: 0.6464 Epoch 3/10... Discriminator Loss: 1.0245... Generator Loss: 0.8102 Epoch 3/10... Discriminator Loss: 1.0422... Generator Loss: 1.3160 Epoch 3/10... Discriminator Loss: 1.1377... Generator Loss: 0.9173 Epoch 3/10... Discriminator Loss: 0.8536... Generator Loss: 0.9701 Epoch 3/10... Discriminator Loss: 0.8144... Generator Loss: 1.0775 Epoch 3/10... Discriminator Loss: 1.0399... Generator Loss: 0.6620
Epoch 3/10... Discriminator Loss: 1.0329... Generator Loss: 0.8813 Epoch 3/10... Discriminator Loss: 0.8800... Generator Loss: 0.8698 Epoch 3/10... Discriminator Loss: 0.5639... Generator Loss: 2.2606 Epoch 3/10... Discriminator Loss: 1.1103... Generator Loss: 0.5850 Epoch 3/10... Discriminator Loss: 0.9995... Generator Loss: 0.6696 Epoch 3/10... Discriminator Loss: 0.9004... Generator Loss: 0.9329 Epoch 3/10... Discriminator Loss: 0.9904... Generator Loss: 0.6967 Epoch 3/10... Discriminator Loss: 0.8947... Generator Loss: 1.1475 Epoch 3/10... Discriminator Loss: 0.8522... Generator Loss: 0.8393 Epoch 3/10... Discriminator Loss: 0.9534... Generator Loss: 1.1408
Epoch 3/10... Discriminator Loss: 1.0733... Generator Loss: 0.6459 Epoch 3/10... Discriminator Loss: 1.0317... Generator Loss: 0.6490 Epoch 3/10... Discriminator Loss: 0.7161... Generator Loss: 1.2066 Epoch 3/10... Discriminator Loss: 0.9618... Generator Loss: 1.1600 Epoch 3/10... Discriminator Loss: 0.9173... Generator Loss: 0.8879 Epoch 3/10... Discriminator Loss: 0.8435... Generator Loss: 0.9212 Epoch 3/10... Discriminator Loss: 0.7680... Generator Loss: 0.9928 Epoch 3/10... Discriminator Loss: 0.7369... Generator Loss: 1.4146 Epoch 3/10... Discriminator Loss: 0.9683... Generator Loss: 0.8278 Epoch 3/10... Discriminator Loss: 1.1126... Generator Loss: 0.6673
Epoch 3/10... Discriminator Loss: 0.9592... Generator Loss: 0.7488 Epoch 3/10... Discriminator Loss: 0.8708... Generator Loss: 1.0696 Epoch 3/10... Discriminator Loss: 1.1611... Generator Loss: 0.5403 Epoch 3/10... Discriminator Loss: 1.0861... Generator Loss: 0.6207 Epoch 3/10... Discriminator Loss: 1.0063... Generator Loss: 0.9290 Epoch 3/10... Discriminator Loss: 0.9463... Generator Loss: 1.2158 Epoch 3/10... Discriminator Loss: 0.9368... Generator Loss: 0.7677 Epoch 3/10... Discriminator Loss: 1.2837... Generator Loss: 1.2081 Epoch 3/10... Discriminator Loss: 0.9442... Generator Loss: 0.7700 Epoch 3/10... Discriminator Loss: 1.0477... Generator Loss: 0.7296
Epoch 3/10... Discriminator Loss: 1.3111... Generator Loss: 0.4249 Epoch 3/10... Discriminator Loss: 1.0614... Generator Loss: 1.5906 Epoch 3/10... Discriminator Loss: 1.8870... Generator Loss: 0.2456 Epoch 3/10... Discriminator Loss: 1.1161... Generator Loss: 0.6755 Epoch 3/10... Discriminator Loss: 0.9792... Generator Loss: 1.0353 Epoch 3/10... Discriminator Loss: 0.9802... Generator Loss: 0.8590 Epoch 3/10... Discriminator Loss: 1.1252... Generator Loss: 0.5785 Epoch 3/10... Discriminator Loss: 1.0472... Generator Loss: 0.6670 Epoch 3/10... Discriminator Loss: 0.9724... Generator Loss: 0.7914 Epoch 3/10... Discriminator Loss: 0.9039... Generator Loss: 0.8139
Epoch 3/10... Discriminator Loss: 1.1814... Generator Loss: 0.5113 Epoch 3/10... Discriminator Loss: 0.9453... Generator Loss: 0.8692 Epoch 3/10... Discriminator Loss: 0.9371... Generator Loss: 1.0313 Epoch 3/10... Discriminator Loss: 1.0529... Generator Loss: 0.6879 Epoch 3/10... Discriminator Loss: 1.1365... Generator Loss: 0.6207 Epoch 3/10... Discriminator Loss: 0.9967... Generator Loss: 1.0430 Epoch 3/10... Discriminator Loss: 0.8820... Generator Loss: 0.9668 Epoch 3/10... Discriminator Loss: 1.1616... Generator Loss: 0.5425 Epoch 3/10... Discriminator Loss: 0.9255... Generator Loss: 1.2844 Epoch 3/10... Discriminator Loss: 1.1088... Generator Loss: 0.6941
Epoch 3/10... Discriminator Loss: 0.8808... Generator Loss: 1.6411 Epoch 3/10... Discriminator Loss: 1.0991... Generator Loss: 0.5888 Epoch 3/10... Discriminator Loss: 0.9436... Generator Loss: 1.1573 Epoch 3/10... Discriminator Loss: 1.1915... Generator Loss: 0.5544 Epoch 3/10... Discriminator Loss: 0.9861... Generator Loss: 0.8524 Epoch 3/10... Discriminator Loss: 1.0408... Generator Loss: 0.5864 Epoch 3/10... Discriminator Loss: 1.1874... Generator Loss: 0.7973 Epoch 3/10... Discriminator Loss: 1.0213... Generator Loss: 0.6866 Epoch 3/10... Discriminator Loss: 1.0763... Generator Loss: 0.6384 Epoch 3/10... Discriminator Loss: 0.9880... Generator Loss: 1.5264
Epoch 3/10... Discriminator Loss: 0.8456... Generator Loss: 0.8609 Epoch 3/10... Discriminator Loss: 1.0309... Generator Loss: 0.6600 Epoch 3/10... Discriminator Loss: 1.1169... Generator Loss: 1.1052 Epoch 3/10... Discriminator Loss: 1.1101... Generator Loss: 0.6133 Epoch 3/10... Discriminator Loss: 0.8817... Generator Loss: 1.1094 Epoch 3/10... Discriminator Loss: 1.2199... Generator Loss: 0.4983 Epoch 3/10... Discriminator Loss: 0.9877... Generator Loss: 0.6368 Epoch 3/10... Discriminator Loss: 1.0817... Generator Loss: 0.7990 Epoch 3/10... Discriminator Loss: 0.9060... Generator Loss: 0.7649 Epoch 3/10... Discriminator Loss: 0.9023... Generator Loss: 0.9993
Epoch 3/10... Discriminator Loss: 1.2330... Generator Loss: 0.4960 Epoch 3/10... Discriminator Loss: 1.0083... Generator Loss: 0.9248 Epoch 3/10... Discriminator Loss: 1.1835... Generator Loss: 0.5473 Epoch 3/10... Discriminator Loss: 1.3110... Generator Loss: 1.2484 Epoch 3/10... Discriminator Loss: 0.9757... Generator Loss: 0.7892 Epoch 3/10... Discriminator Loss: 1.0522... Generator Loss: 1.6101 Epoch 3/10... Discriminator Loss: 1.1006... Generator Loss: 0.6154 Epoch 3/10... Discriminator Loss: 0.8802... Generator Loss: 0.8432 Epoch 3/10... Discriminator Loss: 1.0065... Generator Loss: 0.8662 Epoch 3/10... Discriminator Loss: 0.7683... Generator Loss: 1.4365
Epoch 3/10... Discriminator Loss: 0.8460... Generator Loss: 1.1564 Epoch 3/10... Discriminator Loss: 0.8898... Generator Loss: 0.9079 Epoch 3/10... Discriminator Loss: 1.2432... Generator Loss: 0.4810 Epoch 3/10... Discriminator Loss: 1.0722... Generator Loss: 1.2576 Epoch 3/10... Discriminator Loss: 1.2531... Generator Loss: 0.4834 Epoch 3/10... Discriminator Loss: 0.8030... Generator Loss: 1.2681 Epoch 3/10... Discriminator Loss: 0.7669... Generator Loss: 1.3898 Epoch 3/10... Discriminator Loss: 1.2572... Generator Loss: 0.4812 Epoch 3/10... Discriminator Loss: 1.2083... Generator Loss: 0.5807 Epoch 4/10... Discriminator Loss: 1.0657... Generator Loss: 0.7105
Epoch 4/10... Discriminator Loss: 0.9759... Generator Loss: 0.8191 Epoch 4/10... Discriminator Loss: 1.2490... Generator Loss: 0.5105 Epoch 4/10... Discriminator Loss: 0.7943... Generator Loss: 0.9934 Epoch 4/10... Discriminator Loss: 0.8338... Generator Loss: 1.1615 Epoch 4/10... Discriminator Loss: 0.9764... Generator Loss: 0.9760 Epoch 4/10... Discriminator Loss: 1.0952... Generator Loss: 0.8072 Epoch 4/10... Discriminator Loss: 1.1187... Generator Loss: 0.6612 Epoch 4/10... Discriminator Loss: 1.3173... Generator Loss: 0.4388 Epoch 4/10... Discriminator Loss: 0.8241... Generator Loss: 1.2423 Epoch 4/10... Discriminator Loss: 1.1134... Generator Loss: 0.5598
Epoch 4/10... Discriminator Loss: 0.7760... Generator Loss: 1.2021 Epoch 4/10... Discriminator Loss: 0.8883... Generator Loss: 1.5850 Epoch 4/10... Discriminator Loss: 1.2711... Generator Loss: 0.6158 Epoch 4/10... Discriminator Loss: 1.1792... Generator Loss: 0.5558 Epoch 4/10... Discriminator Loss: 1.1473... Generator Loss: 0.6204 Epoch 4/10... Discriminator Loss: 1.1449... Generator Loss: 0.9520 Epoch 4/10... Discriminator Loss: 1.1694... Generator Loss: 0.8268 Epoch 4/10... Discriminator Loss: 1.0140... Generator Loss: 1.1650 Epoch 4/10... Discriminator Loss: 0.9831... Generator Loss: 0.8899 Epoch 4/10... Discriminator Loss: 0.9456... Generator Loss: 1.1629
Epoch 4/10... Discriminator Loss: 0.8502... Generator Loss: 0.8638 Epoch 4/10... Discriminator Loss: 0.8702... Generator Loss: 0.8134 Epoch 4/10... Discriminator Loss: 1.0103... Generator Loss: 0.7658 Epoch 4/10... Discriminator Loss: 0.9335... Generator Loss: 0.7779 Epoch 4/10... Discriminator Loss: 0.8697... Generator Loss: 0.8725 Epoch 4/10... Discriminator Loss: 1.0388... Generator Loss: 0.6640 Epoch 4/10... Discriminator Loss: 0.9468... Generator Loss: 0.7868 Epoch 4/10... Discriminator Loss: 0.9005... Generator Loss: 1.1595 Epoch 4/10... Discriminator Loss: 0.9901... Generator Loss: 0.8485 Epoch 4/10... Discriminator Loss: 1.0647... Generator Loss: 0.7522
Epoch 4/10... Discriminator Loss: 1.0807... Generator Loss: 0.6123 Epoch 4/10... Discriminator Loss: 1.2379... Generator Loss: 0.4740 Epoch 4/10... Discriminator Loss: 1.7848... Generator Loss: 0.2484 Epoch 4/10... Discriminator Loss: 0.7237... Generator Loss: 1.0132 Epoch 4/10... Discriminator Loss: 1.0301... Generator Loss: 0.7421 Epoch 4/10... Discriminator Loss: 1.2093... Generator Loss: 0.4672 Epoch 4/10... Discriminator Loss: 0.9537... Generator Loss: 1.1514 Epoch 4/10... Discriminator Loss: 0.8193... Generator Loss: 1.0981 Epoch 4/10... Discriminator Loss: 0.8403... Generator Loss: 0.8689 Epoch 4/10... Discriminator Loss: 1.0171... Generator Loss: 0.7002
Epoch 4/10... Discriminator Loss: 0.8916... Generator Loss: 0.8984 Epoch 4/10... Discriminator Loss: 1.2035... Generator Loss: 0.4891 Epoch 4/10... Discriminator Loss: 0.8282... Generator Loss: 0.9050 Epoch 4/10... Discriminator Loss: 0.7092... Generator Loss: 1.0501 Epoch 4/10... Discriminator Loss: 0.8036... Generator Loss: 1.2533 Epoch 4/10... Discriminator Loss: 1.2042... Generator Loss: 0.4774 Epoch 4/10... Discriminator Loss: 0.6358... Generator Loss: 1.2215 Epoch 4/10... Discriminator Loss: 0.9547... Generator Loss: 0.9202 Epoch 4/10... Discriminator Loss: 1.7079... Generator Loss: 0.2995 Epoch 4/10... Discriminator Loss: 1.1944... Generator Loss: 0.8800
Epoch 4/10... Discriminator Loss: 0.8961... Generator Loss: 1.4715 Epoch 4/10... Discriminator Loss: 0.8692... Generator Loss: 1.0410 Epoch 4/10... Discriminator Loss: 0.8348... Generator Loss: 1.0436 Epoch 4/10... Discriminator Loss: 0.8274... Generator Loss: 1.1111 Epoch 4/10... Discriminator Loss: 1.1839... Generator Loss: 0.6759 Epoch 4/10... Discriminator Loss: 1.1545... Generator Loss: 0.6011 Epoch 4/10... Discriminator Loss: 0.8467... Generator Loss: 1.2089 Epoch 4/10... Discriminator Loss: 0.9884... Generator Loss: 0.7408 Epoch 4/10... Discriminator Loss: 0.9532... Generator Loss: 0.8553 Epoch 4/10... Discriminator Loss: 1.0825... Generator Loss: 0.5924
Epoch 4/10... Discriminator Loss: 1.1358... Generator Loss: 0.5742 Epoch 4/10... Discriminator Loss: 1.1262... Generator Loss: 0.5921 Epoch 4/10... Discriminator Loss: 0.9315... Generator Loss: 0.7197 Epoch 4/10... Discriminator Loss: 1.3697... Generator Loss: 1.0978 Epoch 4/10... Discriminator Loss: 0.9771... Generator Loss: 1.0738 Epoch 4/10... Discriminator Loss: 1.1987... Generator Loss: 0.5272 Epoch 4/10... Discriminator Loss: 0.9318... Generator Loss: 0.8615 Epoch 4/10... Discriminator Loss: 1.1136... Generator Loss: 0.5534 Epoch 4/10... Discriminator Loss: 1.0179... Generator Loss: 0.8756 Epoch 4/10... Discriminator Loss: 0.8294... Generator Loss: 1.3851
Epoch 4/10... Discriminator Loss: 0.8733... Generator Loss: 1.1067 Epoch 4/10... Discriminator Loss: 0.9894... Generator Loss: 0.7716 Epoch 4/10... Discriminator Loss: 0.9190... Generator Loss: 0.9614 Epoch 4/10... Discriminator Loss: 1.0129... Generator Loss: 0.6569 Epoch 4/10... Discriminator Loss: 0.8386... Generator Loss: 0.9141 Epoch 4/10... Discriminator Loss: 0.8325... Generator Loss: 0.9270 Epoch 4/10... Discriminator Loss: 0.7747... Generator Loss: 1.4163 Epoch 4/10... Discriminator Loss: 1.0823... Generator Loss: 1.7636 Epoch 4/10... Discriminator Loss: 0.9790... Generator Loss: 0.7596 Epoch 4/10... Discriminator Loss: 1.0204... Generator Loss: 0.9360
Epoch 4/10... Discriminator Loss: 1.0192... Generator Loss: 0.9229 Epoch 4/10... Discriminator Loss: 1.0565... Generator Loss: 0.8893 Epoch 4/10... Discriminator Loss: 0.7546... Generator Loss: 1.2364 Epoch 4/10... Discriminator Loss: 1.0149... Generator Loss: 0.9158 Epoch 4/10... Discriminator Loss: 0.9129... Generator Loss: 0.8318 Epoch 4/10... Discriminator Loss: 0.8617... Generator Loss: 1.0208 Epoch 4/10... Discriminator Loss: 1.0505... Generator Loss: 0.7290 Epoch 4/10... Discriminator Loss: 1.0944... Generator Loss: 0.6150 Epoch 4/10... Discriminator Loss: 1.2448... Generator Loss: 0.5997 Epoch 4/10... Discriminator Loss: 0.9229... Generator Loss: 0.9627
Epoch 4/10... Discriminator Loss: 0.7565... Generator Loss: 1.4082 Epoch 4/10... Discriminator Loss: 1.1131... Generator Loss: 0.6426 Epoch 4/10... Discriminator Loss: 1.2546... Generator Loss: 1.9373 Epoch 4/10... Discriminator Loss: 0.8299... Generator Loss: 1.0165 Epoch 4/10... Discriminator Loss: 1.0385... Generator Loss: 0.7459 Epoch 4/10... Discriminator Loss: 1.0052... Generator Loss: 0.7421 Epoch 4/10... Discriminator Loss: 0.9426... Generator Loss: 0.9695 Epoch 4/10... Discriminator Loss: 0.9302... Generator Loss: 1.0352 Epoch 4/10... Discriminator Loss: 1.3520... Generator Loss: 0.6949 Epoch 4/10... Discriminator Loss: 0.9687... Generator Loss: 0.7389
Epoch 4/10... Discriminator Loss: 1.6043... Generator Loss: 0.2937 Epoch 4/10... Discriminator Loss: 1.1846... Generator Loss: 0.5804 Epoch 4/10... Discriminator Loss: 0.8159... Generator Loss: 0.9340 Epoch 4/10... Discriminator Loss: 1.0159... Generator Loss: 0.9458 Epoch 4/10... Discriminator Loss: 0.9799... Generator Loss: 1.1658 Epoch 4/10... Discriminator Loss: 0.8225... Generator Loss: 1.0781 Epoch 4/10... Discriminator Loss: 0.6653... Generator Loss: 1.1967 Epoch 4/10... Discriminator Loss: 0.8383... Generator Loss: 1.1129 Epoch 4/10... Discriminator Loss: 1.1880... Generator Loss: 0.5284 Epoch 4/10... Discriminator Loss: 0.7816... Generator Loss: 1.3174
Epoch 4/10... Discriminator Loss: 0.8952... Generator Loss: 1.1911 Epoch 4/10... Discriminator Loss: 0.8263... Generator Loss: 1.1403 Epoch 4/10... Discriminator Loss: 1.0649... Generator Loss: 0.6848 Epoch 4/10... Discriminator Loss: 1.2111... Generator Loss: 0.4964 Epoch 4/10... Discriminator Loss: 1.2666... Generator Loss: 0.4334 Epoch 4/10... Discriminator Loss: 0.9723... Generator Loss: 0.7510 Epoch 4/10... Discriminator Loss: 1.1356... Generator Loss: 0.6246 Epoch 4/10... Discriminator Loss: 1.2039... Generator Loss: 0.9452 Epoch 4/10... Discriminator Loss: 0.9967... Generator Loss: 1.4151 Epoch 4/10... Discriminator Loss: 0.9089... Generator Loss: 1.3379
Epoch 4/10... Discriminator Loss: 0.9101... Generator Loss: 1.2259 Epoch 4/10... Discriminator Loss: 0.8685... Generator Loss: 1.1296 Epoch 4/10... Discriminator Loss: 0.9009... Generator Loss: 0.9204 Epoch 4/10... Discriminator Loss: 1.0498... Generator Loss: 0.6742 Epoch 4/10... Discriminator Loss: 0.9485... Generator Loss: 0.6880 Epoch 4/10... Discriminator Loss: 1.0176... Generator Loss: 0.8392 Epoch 4/10... Discriminator Loss: 1.1827... Generator Loss: 0.5530 Epoch 4/10... Discriminator Loss: 1.4421... Generator Loss: 1.6642 Epoch 4/10... Discriminator Loss: 0.8550... Generator Loss: 0.8472 Epoch 4/10... Discriminator Loss: 1.0949... Generator Loss: 1.7427
Epoch 4/10... Discriminator Loss: 0.9339... Generator Loss: 1.1991 Epoch 4/10... Discriminator Loss: 1.1877... Generator Loss: 0.9784 Epoch 4/10... Discriminator Loss: 1.0794... Generator Loss: 0.6783 Epoch 4/10... Discriminator Loss: 1.1252... Generator Loss: 0.5322 Epoch 4/10... Discriminator Loss: 1.0231... Generator Loss: 0.8621 Epoch 4/10... Discriminator Loss: 0.8978... Generator Loss: 0.9003 Epoch 4/10... Discriminator Loss: 1.0012... Generator Loss: 0.6900 Epoch 4/10... Discriminator Loss: 0.9674... Generator Loss: 0.7682 Epoch 4/10... Discriminator Loss: 1.1921... Generator Loss: 0.4719 Epoch 4/10... Discriminator Loss: 1.2773... Generator Loss: 0.5117
Epoch 4/10... Discriminator Loss: 0.9982... Generator Loss: 1.0275 Epoch 4/10... Discriminator Loss: 1.0188... Generator Loss: 0.6843 Epoch 4/10... Discriminator Loss: 0.8516... Generator Loss: 1.0153 Epoch 4/10... Discriminator Loss: 1.2878... Generator Loss: 0.4738 Epoch 4/10... Discriminator Loss: 1.1859... Generator Loss: 0.5072 Epoch 4/10... Discriminator Loss: 0.7892... Generator Loss: 1.3694 Epoch 4/10... Discriminator Loss: 0.8180... Generator Loss: 1.2292 Epoch 4/10... Discriminator Loss: 1.0753... Generator Loss: 0.6075 Epoch 4/10... Discriminator Loss: 1.0230... Generator Loss: 0.7924 Epoch 4/10... Discriminator Loss: 0.8715... Generator Loss: 1.3556
Epoch 4/10... Discriminator Loss: 0.7678... Generator Loss: 1.1631 Epoch 4/10... Discriminator Loss: 1.0465... Generator Loss: 1.2902 Epoch 4/10... Discriminator Loss: 1.2664... Generator Loss: 0.8576 Epoch 4/10... Discriminator Loss: 1.0309... Generator Loss: 0.8791 Epoch 4/10... Discriminator Loss: 1.4143... Generator Loss: 1.7109 Epoch 4/10... Discriminator Loss: 0.8428... Generator Loss: 0.8982 Epoch 4/10... Discriminator Loss: 0.9707... Generator Loss: 0.7323 Epoch 4/10... Discriminator Loss: 1.1088... Generator Loss: 0.6724 Epoch 4/10... Discriminator Loss: 1.0706... Generator Loss: 0.6630 Epoch 4/10... Discriminator Loss: 0.9834... Generator Loss: 0.8178
Epoch 4/10... Discriminator Loss: 0.7700... Generator Loss: 0.9814 Epoch 4/10... Discriminator Loss: 0.9631... Generator Loss: 0.6418 Epoch 4/10... Discriminator Loss: 0.9931... Generator Loss: 0.6583 Epoch 4/10... Discriminator Loss: 0.9860... Generator Loss: 0.7446 Epoch 4/10... Discriminator Loss: 1.0226... Generator Loss: 0.9511 Epoch 4/10... Discriminator Loss: 0.9959... Generator Loss: 0.8976 Epoch 4/10... Discriminator Loss: 0.9236... Generator Loss: 1.6072 Epoch 4/10... Discriminator Loss: 0.7597... Generator Loss: 1.4318 Epoch 4/10... Discriminator Loss: 1.1790... Generator Loss: 0.5426 Epoch 4/10... Discriminator Loss: 1.1724... Generator Loss: 0.5149
Epoch 4/10... Discriminator Loss: 1.0660... Generator Loss: 0.7216 Epoch 4/10... Discriminator Loss: 1.0743... Generator Loss: 0.6198 Epoch 4/10... Discriminator Loss: 0.9333... Generator Loss: 0.7894 Epoch 4/10... Discriminator Loss: 0.9658... Generator Loss: 1.1011 Epoch 4/10... Discriminator Loss: 1.2446... Generator Loss: 0.5801 Epoch 4/10... Discriminator Loss: 0.8811... Generator Loss: 1.1711 Epoch 4/10... Discriminator Loss: 1.0975... Generator Loss: 0.8248 Epoch 4/10... Discriminator Loss: 1.0922... Generator Loss: 0.6301 Epoch 4/10... Discriminator Loss: 0.8158... Generator Loss: 0.7929 Epoch 4/10... Discriminator Loss: 0.7553... Generator Loss: 0.9825
Epoch 4/10... Discriminator Loss: 0.7909... Generator Loss: 1.0396 Epoch 4/10... Discriminator Loss: 0.9062... Generator Loss: 0.7722 Epoch 4/10... Discriminator Loss: 0.8813... Generator Loss: 1.5751 Epoch 4/10... Discriminator Loss: 0.8627... Generator Loss: 0.7592 Epoch 4/10... Discriminator Loss: 1.3625... Generator Loss: 0.3868 Epoch 4/10... Discriminator Loss: 0.9937... Generator Loss: 0.7346 Epoch 4/10... Discriminator Loss: 1.0212... Generator Loss: 1.5189 Epoch 4/10... Discriminator Loss: 1.0980... Generator Loss: 0.7974 Epoch 4/10... Discriminator Loss: 1.0722... Generator Loss: 0.6181 Epoch 4/10... Discriminator Loss: 0.7659... Generator Loss: 1.0420
Epoch 4/10... Discriminator Loss: 0.9368... Generator Loss: 1.0732 Epoch 4/10... Discriminator Loss: 0.8890... Generator Loss: 0.8166 Epoch 4/10... Discriminator Loss: 0.8677... Generator Loss: 1.1976 Epoch 4/10... Discriminator Loss: 1.0898... Generator Loss: 0.7340 Epoch 4/10... Discriminator Loss: 1.1812... Generator Loss: 0.5350 Epoch 4/10... Discriminator Loss: 0.8933... Generator Loss: 0.8345 Epoch 4/10... Discriminator Loss: 1.0330... Generator Loss: 0.6899 Epoch 4/10... Discriminator Loss: 0.9637... Generator Loss: 0.8469 Epoch 4/10... Discriminator Loss: 1.2738... Generator Loss: 0.5394 Epoch 4/10... Discriminator Loss: 1.0735... Generator Loss: 1.1620
Epoch 4/10... Discriminator Loss: 0.8108... Generator Loss: 0.9898 Epoch 4/10... Discriminator Loss: 1.0147... Generator Loss: 1.1203 Epoch 4/10... Discriminator Loss: 0.9944... Generator Loss: 0.8940 Epoch 4/10... Discriminator Loss: 1.4534... Generator Loss: 0.3606 Epoch 4/10... Discriminator Loss: 1.1236... Generator Loss: 0.5768 Epoch 4/10... Discriminator Loss: 0.9379... Generator Loss: 1.2184 Epoch 4/10... Discriminator Loss: 1.0134... Generator Loss: 1.1790 Epoch 4/10... Discriminator Loss: 1.0395... Generator Loss: 0.7943 Epoch 4/10... Discriminator Loss: 1.1997... Generator Loss: 0.4890 Epoch 4/10... Discriminator Loss: 0.7560... Generator Loss: 1.0983
Epoch 4/10... Discriminator Loss: 1.0344... Generator Loss: 0.8748 Epoch 4/10... Discriminator Loss: 0.6712... Generator Loss: 1.6264 Epoch 4/10... Discriminator Loss: 1.0074... Generator Loss: 0.7082 Epoch 4/10... Discriminator Loss: 1.0735... Generator Loss: 0.6154 Epoch 4/10... Discriminator Loss: 0.8016... Generator Loss: 1.1244 Epoch 4/10... Discriminator Loss: 0.8477... Generator Loss: 1.1087 Epoch 4/10... Discriminator Loss: 0.8778... Generator Loss: 0.9951 Epoch 4/10... Discriminator Loss: 1.0897... Generator Loss: 1.4371 Epoch 4/10... Discriminator Loss: 1.0229... Generator Loss: 0.7749 Epoch 4/10... Discriminator Loss: 1.1190... Generator Loss: 0.7683
Epoch 4/10... Discriminator Loss: 1.2058... Generator Loss: 0.5326 Epoch 4/10... Discriminator Loss: 0.9466... Generator Loss: 0.9071 Epoch 4/10... Discriminator Loss: 0.5855... Generator Loss: 1.4484 Epoch 4/10... Discriminator Loss: 1.5150... Generator Loss: 0.3277 Epoch 4/10... Discriminator Loss: 0.8887... Generator Loss: 0.9129 Epoch 4/10... Discriminator Loss: 0.7660... Generator Loss: 0.9037 Epoch 4/10... Discriminator Loss: 1.2098... Generator Loss: 0.4652 Epoch 4/10... Discriminator Loss: 1.0322... Generator Loss: 1.5077 Epoch 4/10... Discriminator Loss: 1.0043... Generator Loss: 0.7106 Epoch 4/10... Discriminator Loss: 0.8315... Generator Loss: 1.1594
Epoch 4/10... Discriminator Loss: 1.1674... Generator Loss: 0.8089 Epoch 4/10... Discriminator Loss: 1.0323... Generator Loss: 0.8012 Epoch 4/10... Discriminator Loss: 0.9163... Generator Loss: 0.7326 Epoch 4/10... Discriminator Loss: 0.6762... Generator Loss: 1.3830 Epoch 4/10... Discriminator Loss: 1.2021... Generator Loss: 0.4698 Epoch 4/10... Discriminator Loss: 1.0057... Generator Loss: 0.6934 Epoch 4/10... Discriminator Loss: 1.0754... Generator Loss: 0.6318 Epoch 4/10... Discriminator Loss: 1.0950... Generator Loss: 0.5979 Epoch 4/10... Discriminator Loss: 0.8937... Generator Loss: 0.8214 Epoch 4/10... Discriminator Loss: 0.9860... Generator Loss: 0.9543
Epoch 4/10... Discriminator Loss: 0.8466... Generator Loss: 1.0206 Epoch 4/10... Discriminator Loss: 0.9730... Generator Loss: 0.7492 Epoch 4/10... Discriminator Loss: 0.9865... Generator Loss: 0.7193 Epoch 4/10... Discriminator Loss: 0.9907... Generator Loss: 0.6919 Epoch 4/10... Discriminator Loss: 0.9238... Generator Loss: 0.9990 Epoch 4/10... Discriminator Loss: 1.1041... Generator Loss: 0.6882 Epoch 4/10... Discriminator Loss: 1.0867... Generator Loss: 0.7825 Epoch 4/10... Discriminator Loss: 1.0067... Generator Loss: 0.6463 Epoch 4/10... Discriminator Loss: 0.9459... Generator Loss: 1.0748 Epoch 4/10... Discriminator Loss: 1.0716... Generator Loss: 0.5524
Epoch 4/10... Discriminator Loss: 1.1650... Generator Loss: 0.5293 Epoch 4/10... Discriminator Loss: 0.9814... Generator Loss: 0.7057 Epoch 4/10... Discriminator Loss: 0.9569... Generator Loss: 0.7450 Epoch 4/10... Discriminator Loss: 1.1183... Generator Loss: 0.6216 Epoch 4/10... Discriminator Loss: 0.9064... Generator Loss: 0.8784 Epoch 4/10... Discriminator Loss: 0.9432... Generator Loss: 0.8992 Epoch 4/10... Discriminator Loss: 0.7743... Generator Loss: 1.2635 Epoch 4/10... Discriminator Loss: 0.9642... Generator Loss: 0.8332 Epoch 4/10... Discriminator Loss: 0.9843... Generator Loss: 0.9232 Epoch 4/10... Discriminator Loss: 0.9245... Generator Loss: 1.0651
Epoch 4/10... Discriminator Loss: 0.8364... Generator Loss: 1.0120 Epoch 4/10... Discriminator Loss: 1.0336... Generator Loss: 1.1938 Epoch 4/10... Discriminator Loss: 0.8693... Generator Loss: 1.0174 Epoch 4/10... Discriminator Loss: 1.0782... Generator Loss: 0.5750 Epoch 4/10... Discriminator Loss: 1.7944... Generator Loss: 0.2704 Epoch 4/10... Discriminator Loss: 0.7135... Generator Loss: 1.0747 Epoch 4/10... Discriminator Loss: 0.5793... Generator Loss: 1.7270 Epoch 4/10... Discriminator Loss: 1.5556... Generator Loss: 3.8233 Epoch 4/10... Discriminator Loss: 1.1403... Generator Loss: 0.5364 Epoch 4/10... Discriminator Loss: 0.6291... Generator Loss: 1.5467
Epoch 4/10... Discriminator Loss: 0.6589... Generator Loss: 1.4253 Epoch 4/10... Discriminator Loss: 0.8728... Generator Loss: 0.8795 Epoch 4/10... Discriminator Loss: 1.1044... Generator Loss: 0.5348 Epoch 4/10... Discriminator Loss: 0.8921... Generator Loss: 1.6311 Epoch 4/10... Discriminator Loss: 1.0355... Generator Loss: 0.5848 Epoch 4/10... Discriminator Loss: 1.0585... Generator Loss: 1.9470 Epoch 4/10... Discriminator Loss: 1.2369... Generator Loss: 0.5184 Epoch 4/10... Discriminator Loss: 0.6200... Generator Loss: 1.1218 Epoch 4/10... Discriminator Loss: 0.9220... Generator Loss: 0.8082 Epoch 4/10... Discriminator Loss: 0.8224... Generator Loss: 1.1097
Epoch 4/10... Discriminator Loss: 0.8080... Generator Loss: 1.0259 Epoch 4/10... Discriminator Loss: 0.7952... Generator Loss: 1.0452 Epoch 4/10... Discriminator Loss: 1.0870... Generator Loss: 0.6250 Epoch 4/10... Discriminator Loss: 1.3648... Generator Loss: 0.3682 Epoch 4/10... Discriminator Loss: 1.2573... Generator Loss: 0.4807 Epoch 4/10... Discriminator Loss: 0.7726... Generator Loss: 1.2372 Epoch 4/10... Discriminator Loss: 1.2541... Generator Loss: 0.6210 Epoch 4/10... Discriminator Loss: 0.8876... Generator Loss: 1.0195 Epoch 4/10... Discriminator Loss: 0.8848... Generator Loss: 0.8156 Epoch 4/10... Discriminator Loss: 0.7388... Generator Loss: 0.9075
Epoch 4/10... Discriminator Loss: 0.7095... Generator Loss: 1.1840 Epoch 4/10... Discriminator Loss: 1.0461... Generator Loss: 0.6560 Epoch 4/10... Discriminator Loss: 0.6975... Generator Loss: 1.1279 Epoch 4/10... Discriminator Loss: 0.8776... Generator Loss: 0.9186 Epoch 4/10... Discriminator Loss: 0.7678... Generator Loss: 0.9889 Epoch 4/10... Discriminator Loss: 0.7560... Generator Loss: 1.0326 Epoch 4/10... Discriminator Loss: 1.1227... Generator Loss: 0.6190 Epoch 4/10... Discriminator Loss: 1.2641... Generator Loss: 0.4287 Epoch 4/10... Discriminator Loss: 1.2009... Generator Loss: 0.6285 Epoch 4/10... Discriminator Loss: 0.9984... Generator Loss: 0.8156
Epoch 4/10... Discriminator Loss: 0.8266... Generator Loss: 1.0721 Epoch 4/10... Discriminator Loss: 1.0997... Generator Loss: 1.0032 Epoch 4/10... Discriminator Loss: 1.0530... Generator Loss: 0.7233 Epoch 4/10... Discriminator Loss: 1.0084... Generator Loss: 0.6278 Epoch 4/10... Discriminator Loss: 0.8926... Generator Loss: 0.9036 Epoch 4/10... Discriminator Loss: 1.2832... Generator Loss: 0.4687 Epoch 4/10... Discriminator Loss: 0.7954... Generator Loss: 1.7458 Epoch 4/10... Discriminator Loss: 1.4967... Generator Loss: 0.3730 Epoch 4/10... Discriminator Loss: 1.0476... Generator Loss: 1.6327 Epoch 4/10... Discriminator Loss: 0.9997... Generator Loss: 2.1874
Epoch 4/10... Discriminator Loss: 0.8834... Generator Loss: 1.0718 Epoch 4/10... Discriminator Loss: 0.9407... Generator Loss: 0.8545 Epoch 4/10... Discriminator Loss: 0.8094... Generator Loss: 1.3906 Epoch 4/10... Discriminator Loss: 0.7785... Generator Loss: 0.9959 Epoch 4/10... Discriminator Loss: 0.8344... Generator Loss: 0.8501 Epoch 4/10... Discriminator Loss: 0.8267... Generator Loss: 0.8319 Epoch 5/10... Discriminator Loss: 0.8482... Generator Loss: 0.7820 Epoch 5/10... Discriminator Loss: 0.7918... Generator Loss: 1.3628 Epoch 5/10... Discriminator Loss: 0.9199... Generator Loss: 0.8183 Epoch 5/10... Discriminator Loss: 1.2499... Generator Loss: 0.4657
Epoch 5/10... Discriminator Loss: 0.8090... Generator Loss: 1.2780 Epoch 5/10... Discriminator Loss: 0.7353... Generator Loss: 1.2520 Epoch 5/10... Discriminator Loss: 1.0565... Generator Loss: 0.7357 Epoch 5/10... Discriminator Loss: 0.9049... Generator Loss: 1.1536 Epoch 5/10... Discriminator Loss: 0.9747... Generator Loss: 0.7243 Epoch 5/10... Discriminator Loss: 0.7982... Generator Loss: 0.8791 Epoch 5/10... Discriminator Loss: 1.0015... Generator Loss: 0.7378 Epoch 5/10... Discriminator Loss: 0.8914... Generator Loss: 0.9275 Epoch 5/10... Discriminator Loss: 1.0505... Generator Loss: 0.5916 Epoch 5/10... Discriminator Loss: 1.0933... Generator Loss: 0.7703
Epoch 5/10... Discriminator Loss: 0.9957... Generator Loss: 0.6935 Epoch 5/10... Discriminator Loss: 1.2396... Generator Loss: 0.5002 Epoch 5/10... Discriminator Loss: 1.1054... Generator Loss: 0.5780 Epoch 5/10... Discriminator Loss: 0.8285... Generator Loss: 1.0281 Epoch 5/10... Discriminator Loss: 0.8632... Generator Loss: 1.2049 Epoch 5/10... Discriminator Loss: 1.2308... Generator Loss: 0.4602 Epoch 5/10... Discriminator Loss: 0.9278... Generator Loss: 0.9307 Epoch 5/10... Discriminator Loss: 0.9341... Generator Loss: 0.8763 Epoch 5/10... Discriminator Loss: 0.8953... Generator Loss: 0.8836 Epoch 5/10... Discriminator Loss: 1.1009... Generator Loss: 0.6049
Epoch 5/10... Discriminator Loss: 0.7743... Generator Loss: 1.2242 Epoch 5/10... Discriminator Loss: 0.7912... Generator Loss: 0.9924 Epoch 5/10... Discriminator Loss: 0.7220... Generator Loss: 1.1254 Epoch 5/10... Discriminator Loss: 1.0670... Generator Loss: 1.1905 Epoch 5/10... Discriminator Loss: 0.8662... Generator Loss: 1.0960 Epoch 5/10... Discriminator Loss: 0.9601... Generator Loss: 1.0009 Epoch 5/10... Discriminator Loss: 0.6593... Generator Loss: 1.1538 Epoch 5/10... Discriminator Loss: 1.0717... Generator Loss: 1.3743 Epoch 5/10... Discriminator Loss: 0.9685... Generator Loss: 0.7804 Epoch 5/10... Discriminator Loss: 0.9944... Generator Loss: 0.8658
Epoch 5/10... Discriminator Loss: 0.8698... Generator Loss: 0.9492 Epoch 5/10... Discriminator Loss: 0.6866... Generator Loss: 1.3254 Epoch 5/10... Discriminator Loss: 0.8562... Generator Loss: 0.9631 Epoch 5/10... Discriminator Loss: 1.1788... Generator Loss: 0.5858 Epoch 5/10... Discriminator Loss: 0.8424... Generator Loss: 0.9768 Epoch 5/10... Discriminator Loss: 1.1803... Generator Loss: 0.5606 Epoch 5/10... Discriminator Loss: 0.9963... Generator Loss: 0.7304 Epoch 5/10... Discriminator Loss: 0.7693... Generator Loss: 1.4365 Epoch 5/10... Discriminator Loss: 0.7801... Generator Loss: 1.2145 Epoch 5/10... Discriminator Loss: 1.4771... Generator Loss: 0.3443
Epoch 5/10... Discriminator Loss: 1.1099... Generator Loss: 0.6695 Epoch 5/10... Discriminator Loss: 0.9973... Generator Loss: 0.7259 Epoch 5/10... Discriminator Loss: 0.7736... Generator Loss: 1.0034 Epoch 5/10... Discriminator Loss: 0.7383... Generator Loss: 1.0706 Epoch 5/10... Discriminator Loss: 1.0539... Generator Loss: 0.6900 Epoch 5/10... Discriminator Loss: 1.1006... Generator Loss: 1.0759 Epoch 5/10... Discriminator Loss: 1.0051... Generator Loss: 0.6244 Epoch 5/10... Discriminator Loss: 0.9938... Generator Loss: 0.6981 Epoch 5/10... Discriminator Loss: 0.9806... Generator Loss: 1.2649 Epoch 5/10... Discriminator Loss: 1.1071... Generator Loss: 0.5677
Epoch 5/10... Discriminator Loss: 0.9742... Generator Loss: 0.8638 Epoch 5/10... Discriminator Loss: 1.2936... Generator Loss: 0.4263 Epoch 5/10... Discriminator Loss: 1.0568... Generator Loss: 0.7773 Epoch 5/10... Discriminator Loss: 0.9053... Generator Loss: 0.8061 Epoch 5/10... Discriminator Loss: 0.6993... Generator Loss: 1.7458 Epoch 5/10... Discriminator Loss: 1.0313... Generator Loss: 0.6736 Epoch 5/10... Discriminator Loss: 0.9012... Generator Loss: 0.8569 Epoch 5/10... Discriminator Loss: 1.1003... Generator Loss: 1.7508 Epoch 5/10... Discriminator Loss: 1.0190... Generator Loss: 0.7348 Epoch 5/10... Discriminator Loss: 0.9429... Generator Loss: 0.9351
Epoch 5/10... Discriminator Loss: 0.9289... Generator Loss: 0.7575 Epoch 5/10... Discriminator Loss: 0.9876... Generator Loss: 0.9671 Epoch 5/10... Discriminator Loss: 0.9391... Generator Loss: 1.0328 Epoch 5/10... Discriminator Loss: 0.7370... Generator Loss: 1.0554 Epoch 5/10... Discriminator Loss: 1.2608... Generator Loss: 0.4376 Epoch 5/10... Discriminator Loss: 1.0748... Generator Loss: 0.6336 Epoch 5/10... Discriminator Loss: 1.1244... Generator Loss: 0.5708 Epoch 5/10... Discriminator Loss: 0.9798... Generator Loss: 0.7378 Epoch 5/10... Discriminator Loss: 1.0523... Generator Loss: 0.6948 Epoch 5/10... Discriminator Loss: 0.8955... Generator Loss: 0.7432
Epoch 5/10... Discriminator Loss: 0.7494... Generator Loss: 1.5557 Epoch 5/10... Discriminator Loss: 1.1900... Generator Loss: 0.6458 Epoch 5/10... Discriminator Loss: 1.2986... Generator Loss: 0.4266 Epoch 5/10... Discriminator Loss: 0.8575... Generator Loss: 1.0308 Epoch 5/10... Discriminator Loss: 1.0429... Generator Loss: 1.0072 Epoch 5/10... Discriminator Loss: 0.8605... Generator Loss: 0.9461 Epoch 5/10... Discriminator Loss: 0.9450... Generator Loss: 0.9610 Epoch 5/10... Discriminator Loss: 1.1265... Generator Loss: 0.5760 Epoch 5/10... Discriminator Loss: 0.9027... Generator Loss: 1.5380 Epoch 5/10... Discriminator Loss: 1.2972... Generator Loss: 0.4435
Epoch 5/10... Discriminator Loss: 0.7716... Generator Loss: 1.0837 Epoch 5/10... Discriminator Loss: 1.2094... Generator Loss: 0.5140 Epoch 5/10... Discriminator Loss: 1.3046... Generator Loss: 0.4853 Epoch 5/10... Discriminator Loss: 0.9198... Generator Loss: 1.0812 Epoch 5/10... Discriminator Loss: 1.0743... Generator Loss: 0.7710 Epoch 5/10... Discriminator Loss: 1.2919... Generator Loss: 0.4183 Epoch 5/10... Discriminator Loss: 0.9548... Generator Loss: 0.6699 Epoch 5/10... Discriminator Loss: 1.1124... Generator Loss: 0.5701 Epoch 5/10... Discriminator Loss: 0.8983... Generator Loss: 1.1118 Epoch 5/10... Discriminator Loss: 0.7372... Generator Loss: 0.9980
Epoch 5/10... Discriminator Loss: 0.8411... Generator Loss: 0.8809 Epoch 5/10... Discriminator Loss: 0.7328... Generator Loss: 1.0063 Epoch 5/10... Discriminator Loss: 0.8835... Generator Loss: 0.9895 Epoch 5/10... Discriminator Loss: 1.0659... Generator Loss: 0.6670 Epoch 5/10... Discriminator Loss: 0.7540... Generator Loss: 1.3496 Epoch 5/10... Discriminator Loss: 1.1647... Generator Loss: 0.5913 Epoch 5/10... Discriminator Loss: 0.8350... Generator Loss: 1.3148 Epoch 5/10... Discriminator Loss: 0.9177... Generator Loss: 0.8673 Epoch 5/10... Discriminator Loss: 1.0308... Generator Loss: 0.6885 Epoch 5/10... Discriminator Loss: 1.0956... Generator Loss: 0.6597
Epoch 5/10... Discriminator Loss: 0.9083... Generator Loss: 0.8010 Epoch 5/10... Discriminator Loss: 0.7929... Generator Loss: 1.0642 Epoch 5/10... Discriminator Loss: 1.3739... Generator Loss: 0.3874 Epoch 5/10... Discriminator Loss: 1.1430... Generator Loss: 0.5379 Epoch 5/10... Discriminator Loss: 1.1166... Generator Loss: 0.5871 Epoch 5/10... Discriminator Loss: 0.8159... Generator Loss: 1.0113 Epoch 5/10... Discriminator Loss: 1.1235... Generator Loss: 0.7215 Epoch 5/10... Discriminator Loss: 1.1134... Generator Loss: 0.6360 Epoch 5/10... Discriminator Loss: 1.1065... Generator Loss: 1.3322 Epoch 5/10... Discriminator Loss: 0.8646... Generator Loss: 0.8647
Epoch 5/10... Discriminator Loss: 1.1422... Generator Loss: 1.0233 Epoch 5/10... Discriminator Loss: 1.1743... Generator Loss: 0.5777 Epoch 5/10... Discriminator Loss: 0.9241... Generator Loss: 0.9523 Epoch 5/10... Discriminator Loss: 1.2869... Generator Loss: 0.4772 Epoch 5/10... Discriminator Loss: 0.9997... Generator Loss: 1.3107 Epoch 5/10... Discriminator Loss: 1.0655... Generator Loss: 0.7450 Epoch 5/10... Discriminator Loss: 0.8282... Generator Loss: 0.8863 Epoch 5/10... Discriminator Loss: 1.0758... Generator Loss: 0.5706 Epoch 5/10... Discriminator Loss: 0.9450... Generator Loss: 0.8650 Epoch 5/10... Discriminator Loss: 1.2069... Generator Loss: 0.4906
Epoch 5/10... Discriminator Loss: 1.0042... Generator Loss: 0.8715 Epoch 5/10... Discriminator Loss: 0.8737... Generator Loss: 1.0153 Epoch 5/10... Discriminator Loss: 0.9580... Generator Loss: 1.1764 Epoch 5/10... Discriminator Loss: 1.3586... Generator Loss: 0.4342 Epoch 5/10... Discriminator Loss: 0.8589... Generator Loss: 0.9084 Epoch 5/10... Discriminator Loss: 1.0675... Generator Loss: 1.0247 Epoch 5/10... Discriminator Loss: 0.8510... Generator Loss: 0.9864 Epoch 5/10... Discriminator Loss: 0.9978... Generator Loss: 0.7461 Epoch 5/10... Discriminator Loss: 1.3042... Generator Loss: 0.5093 Epoch 5/10... Discriminator Loss: 0.7492... Generator Loss: 1.2396
Epoch 5/10... Discriminator Loss: 0.9112... Generator Loss: 0.7856 Epoch 5/10... Discriminator Loss: 0.8231... Generator Loss: 1.0672 Epoch 5/10... Discriminator Loss: 1.0448... Generator Loss: 0.7344 Epoch 5/10... Discriminator Loss: 1.0692... Generator Loss: 0.6656 Epoch 5/10... Discriminator Loss: 0.8125... Generator Loss: 1.1069 Epoch 5/10... Discriminator Loss: 0.9450... Generator Loss: 0.6979 Epoch 5/10... Discriminator Loss: 1.4472... Generator Loss: 0.3933 Epoch 5/10... Discriminator Loss: 0.9707... Generator Loss: 0.6628 Epoch 5/10... Discriminator Loss: 1.1349... Generator Loss: 0.5662 Epoch 5/10... Discriminator Loss: 1.0554... Generator Loss: 0.5901
Epoch 5/10... Discriminator Loss: 1.1462... Generator Loss: 0.5584 Epoch 5/10... Discriminator Loss: 1.0315... Generator Loss: 1.1205 Epoch 5/10... Discriminator Loss: 0.7876... Generator Loss: 1.1275 Epoch 5/10... Discriminator Loss: 1.1537... Generator Loss: 0.5467 Epoch 5/10... Discriminator Loss: 0.8017... Generator Loss: 1.0987 Epoch 5/10... Discriminator Loss: 0.9890... Generator Loss: 0.7859 Epoch 5/10... Discriminator Loss: 0.8658... Generator Loss: 1.5593 Epoch 5/10... Discriminator Loss: 0.9750... Generator Loss: 0.7411 Epoch 5/10... Discriminator Loss: 0.8280... Generator Loss: 0.8777 Epoch 5/10... Discriminator Loss: 0.7411... Generator Loss: 1.0659
Epoch 5/10... Discriminator Loss: 0.9395... Generator Loss: 0.8842 Epoch 5/10... Discriminator Loss: 1.1388... Generator Loss: 1.3318 Epoch 5/10... Discriminator Loss: 0.8682... Generator Loss: 0.9055 Epoch 5/10... Discriminator Loss: 0.7248... Generator Loss: 1.0791 Epoch 5/10... Discriminator Loss: 1.1043... Generator Loss: 0.8020 Epoch 5/10... Discriminator Loss: 0.8985... Generator Loss: 0.8690 Epoch 5/10... Discriminator Loss: 0.9218... Generator Loss: 0.7885 Epoch 5/10... Discriminator Loss: 0.9301... Generator Loss: 0.9120 Epoch 5/10... Discriminator Loss: 1.0608... Generator Loss: 0.5952 Epoch 5/10... Discriminator Loss: 0.7104... Generator Loss: 1.0888
Epoch 5/10... Discriminator Loss: 0.9382... Generator Loss: 0.6751 Epoch 5/10... Discriminator Loss: 0.8272... Generator Loss: 0.9749 Epoch 5/10... Discriminator Loss: 1.2382... Generator Loss: 0.4817 Epoch 5/10... Discriminator Loss: 0.9330... Generator Loss: 0.9468 Epoch 5/10... Discriminator Loss: 1.2170... Generator Loss: 0.5587 Epoch 5/10... Discriminator Loss: 1.3822... Generator Loss: 0.7367 Epoch 5/10... Discriminator Loss: 0.8084... Generator Loss: 1.2051 Epoch 5/10... Discriminator Loss: 1.0345... Generator Loss: 0.6582 Epoch 5/10... Discriminator Loss: 0.7230... Generator Loss: 1.3769 Epoch 5/10... Discriminator Loss: 1.0467... Generator Loss: 0.7314
Epoch 5/10... Discriminator Loss: 1.1154... Generator Loss: 0.5463 Epoch 5/10... Discriminator Loss: 0.8132... Generator Loss: 1.1426 Epoch 5/10... Discriminator Loss: 1.0030... Generator Loss: 0.7986 Epoch 5/10... Discriminator Loss: 1.0151... Generator Loss: 0.7656 Epoch 5/10... Discriminator Loss: 0.9717... Generator Loss: 0.7465 Epoch 5/10... Discriminator Loss: 1.1678... Generator Loss: 0.4995 Epoch 5/10... Discriminator Loss: 0.8368... Generator Loss: 1.3589 Epoch 5/10... Discriminator Loss: 1.1413... Generator Loss: 0.5449 Epoch 5/10... Discriminator Loss: 1.0802... Generator Loss: 0.8034 Epoch 5/10... Discriminator Loss: 1.0599... Generator Loss: 0.6830
Epoch 5/10... Discriminator Loss: 0.9786... Generator Loss: 0.8130 Epoch 5/10... Discriminator Loss: 0.8102... Generator Loss: 1.1412 Epoch 5/10... Discriminator Loss: 1.5690... Generator Loss: 0.3145 Epoch 5/10... Discriminator Loss: 1.1359... Generator Loss: 1.0070 Epoch 5/10... Discriminator Loss: 0.8290... Generator Loss: 0.8782 Epoch 5/10... Discriminator Loss: 0.8381... Generator Loss: 1.2751 Epoch 5/10... Discriminator Loss: 1.1198... Generator Loss: 0.5518 Epoch 5/10... Discriminator Loss: 1.1339... Generator Loss: 0.5623 Epoch 5/10... Discriminator Loss: 1.0071... Generator Loss: 0.8231 Epoch 5/10... Discriminator Loss: 0.9989... Generator Loss: 0.5895
Epoch 5/10... Discriminator Loss: 1.0817... Generator Loss: 0.5859 Epoch 5/10... Discriminator Loss: 0.8644... Generator Loss: 0.9215 Epoch 5/10... Discriminator Loss: 1.4565... Generator Loss: 0.4038 Epoch 5/10... Discriminator Loss: 0.6592... Generator Loss: 1.1015 Epoch 5/10... Discriminator Loss: 0.8393... Generator Loss: 0.8015 Epoch 5/10... Discriminator Loss: 0.8353... Generator Loss: 1.1180 Epoch 5/10... Discriminator Loss: 1.0999... Generator Loss: 0.7665 Epoch 5/10... Discriminator Loss: 1.0915... Generator Loss: 0.6053 Epoch 5/10... Discriminator Loss: 0.7805... Generator Loss: 1.0627 Epoch 5/10... Discriminator Loss: 0.8546... Generator Loss: 1.2952
Epoch 5/10... Discriminator Loss: 0.7847... Generator Loss: 1.2416 Epoch 5/10... Discriminator Loss: 1.0055... Generator Loss: 0.6116 Epoch 5/10... Discriminator Loss: 1.2202... Generator Loss: 0.4605 Epoch 5/10... Discriminator Loss: 1.1045... Generator Loss: 0.6782 Epoch 5/10... Discriminator Loss: 1.3084... Generator Loss: 0.7986 Epoch 5/10... Discriminator Loss: 0.9388... Generator Loss: 0.6287 Epoch 5/10... Discriminator Loss: 0.9868... Generator Loss: 0.8399 Epoch 5/10... Discriminator Loss: 0.9119... Generator Loss: 1.2357 Epoch 5/10... Discriminator Loss: 1.1201... Generator Loss: 0.5720 Epoch 5/10... Discriminator Loss: 0.9306... Generator Loss: 0.7552
Epoch 5/10... Discriminator Loss: 1.0266... Generator Loss: 0.9403 Epoch 5/10... Discriminator Loss: 1.3577... Generator Loss: 0.3917 Epoch 5/10... Discriminator Loss: 0.8675... Generator Loss: 1.1202 Epoch 5/10... Discriminator Loss: 0.9574... Generator Loss: 0.8249 Epoch 5/10... Discriminator Loss: 0.8250... Generator Loss: 1.2805 Epoch 5/10... Discriminator Loss: 0.9347... Generator Loss: 0.7349 Epoch 5/10... Discriminator Loss: 1.0586... Generator Loss: 0.6037 Epoch 5/10... Discriminator Loss: 0.6885... Generator Loss: 1.3460 Epoch 5/10... Discriminator Loss: 1.2069... Generator Loss: 1.7761 Epoch 5/10... Discriminator Loss: 0.8676... Generator Loss: 0.9637
Epoch 5/10... Discriminator Loss: 0.8856... Generator Loss: 0.7344 Epoch 5/10... Discriminator Loss: 0.6861... Generator Loss: 1.0566 Epoch 5/10... Discriminator Loss: 1.0346... Generator Loss: 0.9167 Epoch 5/10... Discriminator Loss: 0.9837... Generator Loss: 0.8586 Epoch 5/10... Discriminator Loss: 0.8633... Generator Loss: 1.1724 Epoch 5/10... Discriminator Loss: 0.6195... Generator Loss: 1.3700 Epoch 5/10... Discriminator Loss: 1.2045... Generator Loss: 0.6747 Epoch 5/10... Discriminator Loss: 0.7085... Generator Loss: 1.2883 Epoch 5/10... Discriminator Loss: 1.0652... Generator Loss: 0.6032 Epoch 5/10... Discriminator Loss: 0.8877... Generator Loss: 0.8485
Epoch 5/10... Discriminator Loss: 0.9575... Generator Loss: 0.7546 Epoch 5/10... Discriminator Loss: 0.8873... Generator Loss: 0.7671 Epoch 5/10... Discriminator Loss: 0.9230... Generator Loss: 0.8257 Epoch 5/10... Discriminator Loss: 0.9820... Generator Loss: 0.7417 Epoch 5/10... Discriminator Loss: 1.0612... Generator Loss: 0.6107 Epoch 5/10... Discriminator Loss: 0.8588... Generator Loss: 0.9335 Epoch 5/10... Discriminator Loss: 0.8545... Generator Loss: 0.8697 Epoch 5/10... Discriminator Loss: 0.8237... Generator Loss: 1.1454 Epoch 5/10... Discriminator Loss: 0.7704... Generator Loss: 1.1151 Epoch 5/10... Discriminator Loss: 0.7374... Generator Loss: 1.2451
Epoch 5/10... Discriminator Loss: 0.6988... Generator Loss: 1.2644 Epoch 5/10... Discriminator Loss: 0.8356... Generator Loss: 1.2220 Epoch 5/10... Discriminator Loss: 1.2911... Generator Loss: 0.4825 Epoch 5/10... Discriminator Loss: 0.9032... Generator Loss: 0.9254 Epoch 5/10... Discriminator Loss: 0.7771... Generator Loss: 1.0716 Epoch 5/10... Discriminator Loss: 1.0053... Generator Loss: 0.6834 Epoch 5/10... Discriminator Loss: 1.0406... Generator Loss: 0.7251 Epoch 5/10... Discriminator Loss: 0.9493... Generator Loss: 0.7671 Epoch 5/10... Discriminator Loss: 0.8352... Generator Loss: 1.0149 Epoch 5/10... Discriminator Loss: 1.0533... Generator Loss: 0.6394
Epoch 5/10... Discriminator Loss: 1.2144... Generator Loss: 0.5550 Epoch 5/10... Discriminator Loss: 0.9701... Generator Loss: 1.0097 Epoch 5/10... Discriminator Loss: 1.2395... Generator Loss: 0.4886 Epoch 5/10... Discriminator Loss: 0.9901... Generator Loss: 0.6493 Epoch 5/10... Discriminator Loss: 0.9503... Generator Loss: 1.1593 Epoch 5/10... Discriminator Loss: 1.2794... Generator Loss: 0.4494 Epoch 5/10... Discriminator Loss: 0.7936... Generator Loss: 1.0676 Epoch 5/10... Discriminator Loss: 0.8988... Generator Loss: 1.0350 Epoch 5/10... Discriminator Loss: 0.8592... Generator Loss: 1.1787 Epoch 5/10... Discriminator Loss: 1.7436... Generator Loss: 0.2599
Epoch 5/10... Discriminator Loss: 1.1371... Generator Loss: 0.5330 Epoch 5/10... Discriminator Loss: 0.7793... Generator Loss: 0.9501 Epoch 5/10... Discriminator Loss: 0.9153... Generator Loss: 0.8294 Epoch 5/10... Discriminator Loss: 1.5060... Generator Loss: 0.3263 Epoch 5/10... Discriminator Loss: 1.3867... Generator Loss: 0.4404 Epoch 5/10... Discriminator Loss: 0.7741... Generator Loss: 0.9673 Epoch 5/10... Discriminator Loss: 0.8996... Generator Loss: 0.9372 Epoch 5/10... Discriminator Loss: 0.8283... Generator Loss: 1.2571 Epoch 5/10... Discriminator Loss: 1.0760... Generator Loss: 0.7150 Epoch 5/10... Discriminator Loss: 0.8186... Generator Loss: 1.1837
Epoch 5/10... Discriminator Loss: 1.0562... Generator Loss: 0.8077 Epoch 5/10... Discriminator Loss: 0.9653... Generator Loss: 1.0174 Epoch 5/10... Discriminator Loss: 0.9517... Generator Loss: 1.0326 Epoch 5/10... Discriminator Loss: 0.8582... Generator Loss: 1.0057 Epoch 5/10... Discriminator Loss: 1.0652... Generator Loss: 1.5792 Epoch 5/10... Discriminator Loss: 0.7687... Generator Loss: 1.0949 Epoch 5/10... Discriminator Loss: 1.2375... Generator Loss: 0.5197 Epoch 5/10... Discriminator Loss: 0.8744... Generator Loss: 1.2197 Epoch 5/10... Discriminator Loss: 1.6072... Generator Loss: 0.2949 Epoch 5/10... Discriminator Loss: 1.0445... Generator Loss: 0.7789
Epoch 5/10... Discriminator Loss: 1.1115... Generator Loss: 0.7228 Epoch 5/10... Discriminator Loss: 1.0413... Generator Loss: 0.6574 Epoch 5/10... Discriminator Loss: 0.7472... Generator Loss: 0.9714 Epoch 5/10... Discriminator Loss: 0.7504... Generator Loss: 1.0628 Epoch 5/10... Discriminator Loss: 0.9469... Generator Loss: 1.1938 Epoch 5/10... Discriminator Loss: 1.0157... Generator Loss: 0.8497 Epoch 5/10... Discriminator Loss: 1.0706... Generator Loss: 0.6150 Epoch 5/10... Discriminator Loss: 1.3376... Generator Loss: 0.4131 Epoch 5/10... Discriminator Loss: 1.0695... Generator Loss: 1.1327 Epoch 5/10... Discriminator Loss: 0.8559... Generator Loss: 0.8562
Epoch 5/10... Discriminator Loss: 0.8264... Generator Loss: 1.7651 Epoch 5/10... Discriminator Loss: 0.6611... Generator Loss: 1.2149 Epoch 5/10... Discriminator Loss: 0.9642... Generator Loss: 0.8071 Epoch 5/10... Discriminator Loss: 1.3983... Generator Loss: 0.4317 Epoch 5/10... Discriminator Loss: 0.8235... Generator Loss: 1.4027 Epoch 5/10... Discriminator Loss: 1.2067... Generator Loss: 0.4994 Epoch 5/10... Discriminator Loss: 0.8821... Generator Loss: 1.3886 Epoch 5/10... Discriminator Loss: 0.8577... Generator Loss: 0.8379 Epoch 5/10... Discriminator Loss: 1.1469... Generator Loss: 1.2480 Epoch 5/10... Discriminator Loss: 1.2879... Generator Loss: 0.8561
Epoch 5/10... Discriminator Loss: 0.6987... Generator Loss: 1.1510 Epoch 5/10... Discriminator Loss: 0.8774... Generator Loss: 0.7573 Epoch 5/10... Discriminator Loss: 0.8714... Generator Loss: 0.9099 Epoch 5/10... Discriminator Loss: 0.7412... Generator Loss: 1.4964 Epoch 5/10... Discriminator Loss: 0.7172... Generator Loss: 1.0308 Epoch 5/10... Discriminator Loss: 1.3293... Generator Loss: 0.4338 Epoch 5/10... Discriminator Loss: 1.0350... Generator Loss: 0.7340 Epoch 5/10... Discriminator Loss: 0.8716... Generator Loss: 0.7468 Epoch 5/10... Discriminator Loss: 0.9780... Generator Loss: 0.7287 Epoch 5/10... Discriminator Loss: 0.7154... Generator Loss: 1.2202
Epoch 5/10... Discriminator Loss: 1.2983... Generator Loss: 0.5078 Epoch 5/10... Discriminator Loss: 0.9123... Generator Loss: 0.7473 Epoch 6/10... Discriminator Loss: 1.0192... Generator Loss: 0.6544 Epoch 6/10... Discriminator Loss: 0.8459... Generator Loss: 0.9368 Epoch 6/10... Discriminator Loss: 0.9016... Generator Loss: 1.6499 Epoch 6/10... Discriminator Loss: 0.7674... Generator Loss: 1.0378 Epoch 6/10... Discriminator Loss: 0.7597... Generator Loss: 0.9855 Epoch 6/10... Discriminator Loss: 0.8454... Generator Loss: 1.2672 Epoch 6/10... Discriminator Loss: 0.8967... Generator Loss: 0.8240 Epoch 6/10... Discriminator Loss: 1.0895... Generator Loss: 0.6101
Epoch 6/10... Discriminator Loss: 0.9769... Generator Loss: 0.7070 Epoch 6/10... Discriminator Loss: 0.9033... Generator Loss: 0.8057 Epoch 6/10... Discriminator Loss: 1.2540... Generator Loss: 0.4443 Epoch 6/10... Discriminator Loss: 0.7363... Generator Loss: 1.3751 Epoch 6/10... Discriminator Loss: 0.8840... Generator Loss: 1.4845 Epoch 6/10... Discriminator Loss: 1.1397... Generator Loss: 0.5796 Epoch 6/10... Discriminator Loss: 1.0506... Generator Loss: 0.6990 Epoch 6/10... Discriminator Loss: 0.8842... Generator Loss: 0.8456 Epoch 6/10... Discriminator Loss: 0.9241... Generator Loss: 0.8556 Epoch 6/10... Discriminator Loss: 1.3495... Generator Loss: 0.4084
Epoch 6/10... Discriminator Loss: 0.7549... Generator Loss: 1.1559 Epoch 6/10... Discriminator Loss: 0.7929... Generator Loss: 1.1595 Epoch 6/10... Discriminator Loss: 0.8252... Generator Loss: 0.8828 Epoch 6/10... Discriminator Loss: 0.7550... Generator Loss: 0.9660 Epoch 6/10... Discriminator Loss: 1.0146... Generator Loss: 0.6178 Epoch 6/10... Discriminator Loss: 0.9596... Generator Loss: 0.7045 Epoch 6/10... Discriminator Loss: 1.0002... Generator Loss: 1.9046 Epoch 6/10... Discriminator Loss: 0.5569... Generator Loss: 1.1544 Epoch 6/10... Discriminator Loss: 0.7102... Generator Loss: 1.3667 Epoch 6/10... Discriminator Loss: 1.1469... Generator Loss: 0.5369
Epoch 6/10... Discriminator Loss: 0.8538... Generator Loss: 1.4982 Epoch 6/10... Discriminator Loss: 0.9390... Generator Loss: 0.7213 Epoch 6/10... Discriminator Loss: 0.6710... Generator Loss: 1.1717 Epoch 6/10... Discriminator Loss: 1.2094... Generator Loss: 0.5023 Epoch 6/10... Discriminator Loss: 0.7847... Generator Loss: 1.0652 Epoch 6/10... Discriminator Loss: 1.0766... Generator Loss: 0.6832 Epoch 6/10... Discriminator Loss: 1.1745... Generator Loss: 0.5384 Epoch 6/10... Discriminator Loss: 0.9041... Generator Loss: 0.8029 Epoch 6/10... Discriminator Loss: 1.0649... Generator Loss: 1.0161 Epoch 6/10... Discriminator Loss: 0.9192... Generator Loss: 0.7485
Epoch 6/10... Discriminator Loss: 0.6650... Generator Loss: 1.1392 Epoch 6/10... Discriminator Loss: 1.3283... Generator Loss: 0.4195 Epoch 6/10... Discriminator Loss: 1.1459... Generator Loss: 0.5811 Epoch 6/10... Discriminator Loss: 1.0106... Generator Loss: 0.6564 Epoch 6/10... Discriminator Loss: 0.8227... Generator Loss: 1.4448 Epoch 6/10... Discriminator Loss: 0.8210... Generator Loss: 1.3804 Epoch 6/10... Discriminator Loss: 0.7025... Generator Loss: 1.6154 Epoch 6/10... Discriminator Loss: 0.7884... Generator Loss: 1.0260 Epoch 6/10... Discriminator Loss: 1.1943... Generator Loss: 0.4735 Epoch 6/10... Discriminator Loss: 0.9149... Generator Loss: 0.8046
Epoch 6/10... Discriminator Loss: 1.0464... Generator Loss: 1.0028 Epoch 6/10... Discriminator Loss: 1.1541... Generator Loss: 0.5857 Epoch 6/10... Discriminator Loss: 0.6809... Generator Loss: 1.3737 Epoch 6/10... Discriminator Loss: 0.6985... Generator Loss: 1.0160 Epoch 6/10... Discriminator Loss: 0.9171... Generator Loss: 0.8094 Epoch 6/10... Discriminator Loss: 0.7874... Generator Loss: 1.3609 Epoch 6/10... Discriminator Loss: 1.5534... Generator Loss: 1.1705 Epoch 6/10... Discriminator Loss: 1.2249... Generator Loss: 0.4665 Epoch 6/10... Discriminator Loss: 1.0089... Generator Loss: 1.2866 Epoch 6/10... Discriminator Loss: 0.9669... Generator Loss: 0.8774
Epoch 6/10... Discriminator Loss: 0.8526... Generator Loss: 0.7919 Epoch 6/10... Discriminator Loss: 0.8853... Generator Loss: 1.0071 Epoch 6/10... Discriminator Loss: 0.8661... Generator Loss: 0.8476 Epoch 6/10... Discriminator Loss: 1.5357... Generator Loss: 0.3547 Epoch 6/10... Discriminator Loss: 0.9691... Generator Loss: 0.8355 Epoch 6/10... Discriminator Loss: 0.8173... Generator Loss: 1.0551 Epoch 6/10... Discriminator Loss: 0.8462... Generator Loss: 1.0332 Epoch 6/10... Discriminator Loss: 1.1575... Generator Loss: 0.5472 Epoch 6/10... Discriminator Loss: 0.9418... Generator Loss: 0.7724 Epoch 6/10... Discriminator Loss: 0.9873... Generator Loss: 0.7277
Epoch 6/10... Discriminator Loss: 0.8721... Generator Loss: 0.7844 Epoch 6/10... Discriminator Loss: 1.3440... Generator Loss: 0.3973 Epoch 6/10... Discriminator Loss: 1.0721... Generator Loss: 0.8835 Epoch 6/10... Discriminator Loss: 0.9022... Generator Loss: 0.8643 Epoch 6/10... Discriminator Loss: 1.2895... Generator Loss: 0.7657 Epoch 6/10... Discriminator Loss: 0.6618... Generator Loss: 1.2281 Epoch 6/10... Discriminator Loss: 0.8930... Generator Loss: 1.0279 Epoch 6/10... Discriminator Loss: 0.8195... Generator Loss: 1.0738 Epoch 6/10... Discriminator Loss: 0.6952... Generator Loss: 1.2716 Epoch 6/10... Discriminator Loss: 0.7466... Generator Loss: 1.4936
Epoch 6/10... Discriminator Loss: 0.7672... Generator Loss: 1.4899 Epoch 6/10... Discriminator Loss: 1.1061... Generator Loss: 0.6000 Epoch 6/10... Discriminator Loss: 0.7591... Generator Loss: 0.9696 Epoch 6/10... Discriminator Loss: 0.8994... Generator Loss: 0.9351 Epoch 6/10... Discriminator Loss: 1.0808... Generator Loss: 0.5936 Epoch 6/10... Discriminator Loss: 0.7710... Generator Loss: 0.9181 Epoch 6/10... Discriminator Loss: 0.9650... Generator Loss: 0.9226 Epoch 6/10... Discriminator Loss: 0.7329... Generator Loss: 1.1827 Epoch 6/10... Discriminator Loss: 0.7990... Generator Loss: 1.0393 Epoch 6/10... Discriminator Loss: 1.0252... Generator Loss: 0.7347
Epoch 6/10... Discriminator Loss: 1.0358... Generator Loss: 0.6988 Epoch 6/10... Discriminator Loss: 1.3107... Generator Loss: 0.4323 Epoch 6/10... Discriminator Loss: 0.7816... Generator Loss: 1.4045 Epoch 6/10... Discriminator Loss: 1.6129... Generator Loss: 0.2987 Epoch 6/10... Discriminator Loss: 1.1093... Generator Loss: 0.5558 Epoch 6/10... Discriminator Loss: 0.7088... Generator Loss: 1.0795 Epoch 6/10... Discriminator Loss: 0.7537... Generator Loss: 0.8923 Epoch 6/10... Discriminator Loss: 0.8659... Generator Loss: 0.7869 Epoch 6/10... Discriminator Loss: 1.2535... Generator Loss: 0.4899 Epoch 6/10... Discriminator Loss: 0.6451... Generator Loss: 1.1526
Epoch 6/10... Discriminator Loss: 0.8142... Generator Loss: 0.8406 Epoch 6/10... Discriminator Loss: 0.8112... Generator Loss: 1.2750 Epoch 6/10... Discriminator Loss: 1.0533... Generator Loss: 0.5345 Epoch 6/10... Discriminator Loss: 1.1535... Generator Loss: 0.5304 Epoch 6/10... Discriminator Loss: 1.0831... Generator Loss: 0.9488 Epoch 6/10... Discriminator Loss: 0.8750... Generator Loss: 0.8794 Epoch 6/10... Discriminator Loss: 1.0450... Generator Loss: 0.5800 Epoch 6/10... Discriminator Loss: 1.0366... Generator Loss: 1.5329 Epoch 6/10... Discriminator Loss: 0.7385... Generator Loss: 1.8718 Epoch 6/10... Discriminator Loss: 1.3373... Generator Loss: 0.4981
Epoch 6/10... Discriminator Loss: 0.8800... Generator Loss: 0.7599 Epoch 6/10... Discriminator Loss: 1.1741... Generator Loss: 0.5210 Epoch 6/10... Discriminator Loss: 0.6952... Generator Loss: 1.6820 Epoch 6/10... Discriminator Loss: 0.8362... Generator Loss: 1.2017 Epoch 6/10... Discriminator Loss: 0.9116... Generator Loss: 0.8513 Epoch 6/10... Discriminator Loss: 1.1505... Generator Loss: 0.6164 Epoch 6/10... Discriminator Loss: 1.0614... Generator Loss: 0.6112 Epoch 6/10... Discriminator Loss: 1.6079... Generator Loss: 0.3173 Epoch 6/10... Discriminator Loss: 0.9538... Generator Loss: 0.7149 Epoch 6/10... Discriminator Loss: 0.8390... Generator Loss: 1.0216
Epoch 6/10... Discriminator Loss: 1.3114... Generator Loss: 0.4489 Epoch 6/10... Discriminator Loss: 1.0385... Generator Loss: 0.6050 Epoch 6/10... Discriminator Loss: 0.7602... Generator Loss: 1.6695 Epoch 6/10... Discriminator Loss: 0.8146... Generator Loss: 0.8224 Epoch 6/10... Discriminator Loss: 0.8084... Generator Loss: 1.0666 Epoch 6/10... Discriminator Loss: 0.8863... Generator Loss: 1.1377 Epoch 6/10... Discriminator Loss: 0.9779... Generator Loss: 1.1054 Epoch 6/10... Discriminator Loss: 1.2757... Generator Loss: 0.4446 Epoch 6/10... Discriminator Loss: 0.5930... Generator Loss: 1.2706 Epoch 6/10... Discriminator Loss: 0.7743... Generator Loss: 1.0828
Epoch 6/10... Discriminator Loss: 0.8783... Generator Loss: 0.8172 Epoch 6/10... Discriminator Loss: 1.0265... Generator Loss: 0.6836 Epoch 6/10... Discriminator Loss: 0.8086... Generator Loss: 1.1473 Epoch 6/10... Discriminator Loss: 0.6899... Generator Loss: 0.9780 Epoch 6/10... Discriminator Loss: 1.0930... Generator Loss: 0.6861 Epoch 6/10... Discriminator Loss: 1.4836... Generator Loss: 0.3368 Epoch 6/10... Discriminator Loss: 1.2882... Generator Loss: 0.4479 Epoch 6/10... Discriminator Loss: 1.1997... Generator Loss: 0.5069 Epoch 6/10... Discriminator Loss: 0.9538... Generator Loss: 0.8137 Epoch 6/10... Discriminator Loss: 0.9448... Generator Loss: 0.6747
Epoch 6/10... Discriminator Loss: 1.0237... Generator Loss: 0.7410 Epoch 6/10... Discriminator Loss: 0.9199... Generator Loss: 0.7989 Epoch 6/10... Discriminator Loss: 1.0994... Generator Loss: 0.6310 Epoch 6/10... Discriminator Loss: 0.9958... Generator Loss: 0.8520 Epoch 6/10... Discriminator Loss: 0.9646... Generator Loss: 0.6485 Epoch 6/10... Discriminator Loss: 0.8398... Generator Loss: 0.8485 Epoch 6/10... Discriminator Loss: 1.2573... Generator Loss: 0.4752 Epoch 6/10... Discriminator Loss: 1.5220... Generator Loss: 0.3440 Epoch 6/10... Discriminator Loss: 0.8563... Generator Loss: 1.2189 Epoch 6/10... Discriminator Loss: 0.7890... Generator Loss: 1.0417
Epoch 6/10... Discriminator Loss: 1.0351... Generator Loss: 0.6851 Epoch 6/10... Discriminator Loss: 0.8775... Generator Loss: 0.8016 Epoch 6/10... Discriminator Loss: 0.7524... Generator Loss: 1.1151 Epoch 6/10... Discriminator Loss: 0.7849... Generator Loss: 1.7748
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.